fix(video2x): remove redundant newline statements

Signed-off-by: k4yt3x <i@k4yt3x.com>
docs(readme): update readme for 6.3.0
2026-02-08 13:34:45 +08:00 · 2024-12-21 00:00:00 +00:00 · 2024-12-21 00:00:00 +00:00 · 2024-12-21 00:00:00 +00:00 · 2024-12-21 00:00:00 +00:00 · 2024-12-21 02:58:19 +00:00
185 changed files with 9151 additions and 2185 deletions
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -1,11 +1,23 @@
-name: build
+name: Build
+
 on:
  push:
-    branches:
-      - master
-      - dev
-  pull_request: {}
-  workflow_dispatch: {}
+    paths:
+      - ".github/workflows/build.yml"
+      - "include/**"
+      - "src/**"
+      - "tools/**"
+      - "third_party/**"
+      - "CMakeLists.txt"
+  pull_request:
+    paths:
+      - ".github/workflows/build.yml"
+      - "include/**"
+      - "src/**"
+      - "tools/**"
+      - "third_party/**"
+      - "CMakeLists.txt"
+  workflow_dispatch:

 jobs:
  ubuntu:
@@ -17,6 +29,7 @@ jobs:
        uses: actions/checkout@v4
        with:
          submodules: recursive
+
      - name: Install dependencies
        run: |
          git submodule update --init --recursive
@@ -31,8 +44,8 @@ jobs:
            libvulkan-dev \
            glslang-tools \
            libomp-dev \
-            libopencv-dev \
            libboost-program-options-dev
+
      - name: Build Video2X
        run: |
          mkdir -p /tmp/build /tmp/install
@@ -41,7 +54,8 @@ jobs:
            -DCMAKE_BUILD_TYPE=Debug -DCMAKE_INSTALL_PREFIX=/tmp/install \
            -DINSTALL_BIN_DESTINATION=. -DINSTALL_INCLUDE_DESTINATION=include \
            -DINSTALL_LIB_DESTINATION=. -DINSTALL_MODEL_DESTINATION=.
-          cmake --build /tmp/build --config Debug --target install --parallel
+          cmake --build /tmp/build --config Debug --target install
+
      - name: Upload artifacts
        uses: actions/upload-artifact@v4
        with:
@@ -55,18 +69,19 @@ jobs:
        uses: actions/checkout@v4
        with:
          submodules: recursive
+
      - name: Install Vulkan SDK
        uses: humbletim/setup-vulkan-sdk@v1.2.0
        with:
          vulkan-query-version: 1.3.204.0
          vulkan-components: Vulkan-Headers, Vulkan-Loader, Glslang, SPIRV-Tools, SPIRV-Headers
          vulkan-use-cache: true
+
      - name: Install dependencies
        shell: pwsh
        run: |
          $ffmpegVersion = "7.1"
          $ncnnVersion = "20240820"
-          $opencvVersion = "4.10.0"

          git submodule update --init --recursive

@@ -78,16 +93,14 @@ jobs:
          Expand-Archive -Path ncnn-shared.zip -DestinationPath third_party
          Rename-Item -Path "third_party/ncnn-$ncnnVersion-windows-vs2022-shared" -NewName ncnn-shared

-          curl -Lo opencv-shared.exe "https://github.com/opencv/opencv/releases/download/$opencvVersion/opencv-$opencvVersion-windows.exe"
-          7z x opencv-shared.exe -y
-          Move-Item -Path opencv -Destination third_party\opencv-shared
      - name: Build Video2X
        shell: pwsh
        run: |
          cmake -S . -B build `
-            -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DUSE_SYSTEM_OPENCV=OFF -DUSE_SYSTEM_BOOST=OFF `
+            -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DUSE_SYSTEM_BOOST=OFF `
            -DCMAKE_BUILD_TYPE=Debug -DCMAKE_INSTALL_PREFIX=build/video2x_install
          cmake --build build --config Debug --parallel --target install
+
      - name: Upload artifacts
        uses: actions/upload-artifact@v4
        with:
@@ -99,6 +112,7 @@ jobs:
    steps:
      - name: Checkout repository
        uses: actions/checkout@v4
+
      - uses: mr-smithers-excellent/docker-build-push@v5
        name: Build the Docker image
        with:
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -0,0 +1,49 @@
+name: Docs
+
+on:
+  push:
+    branches:
+      - master
+    paths:
+      - "docs/book/**"
+  workflow_dispatch:
+
+permissions:
+  contents: read
+  pages: write
+  id-token: write
+
+concurrency:
+  group: "pages"
+  cancel-in-progress: false
+
+jobs:
+  deploy:
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Install mdBook
+        run: |
+          version="$(curl https://api.github.com/repos/rust-lang/mdBook/releases/latest | jq -r '.tag_name')"
+          curl -sSL "https://github.com/rust-lang/mdBook/releases/download/$version/mdbook-$version-x86_64-unknown-linux-musl.tar.gz" | tar -xz
+          sudo mv mdbook /usr/local/bin/
+
+      - name: Build Docs with mdBook
+        run: mdbook build -d "$PWD/build/docs/book" docs/book
+
+      - name: Setup Pages
+        uses: actions/configure-pages@v5
+
+      - name: Upload artifact
+        uses: actions/upload-pages-artifact@v3
+        with:
+          path: "build/docs/book"
+
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v4
--- a/.github/workflows/issues.yml
+++ b/.github/workflows/issues.yml
@@ -0,0 +1,52 @@
+name: Issues
+
+on:
+  issues:
+    types:
+      - opened
+      - reopened
+      - closed
+
+jobs:
+  label_issues:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Remove all 'state:' labels
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          ISSUE_NUMBER=${{ github.event.issue.number }}
+          REPO=${{ github.repository }}
+          EXISTING_LABELS=$(gh issue view $ISSUE_NUMBER --repo $REPO --json labels --jq '.labels[].name')
+
+          for label in $EXISTING_LABELS; do
+            if [[ $label == state:* ]]; then
+              gh issue edit $ISSUE_NUMBER --remove-label "$label" --repo $REPO
+            fi
+          done
+
+      - name: Add 'state:Backlog' label on issue opened or reopened
+        if: ${{ github.event.action == 'opened' || github.event.action == 'reopened' }}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          LABEL_NAME="state:Backlog"
+          REPO=${{ github.repository }}
+          ISSUE_NUMBER=${{ github.event.issue.number }}
+
+          if gh label list --repo $REPO | grep -q "$LABEL_NAME"; then
+            gh issue edit $ISSUE_NUMBER --add-label "$LABEL_NAME" --repo $REPO
+          fi
+
+      - name: Add 'state:Done' label on issue closed
+        if: ${{ github.event.action == 'closed' }}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          LABEL_NAME="state:Done"
+          REPO=${{ github.repository }}
+          ISSUE_NUMBER=${{ github.event.issue.number }}
+
+          if gh label list --repo $REPO | grep -q "$LABEL_NAME"; then
+            gh issue edit $ISSUE_NUMBER --add-label "$LABEL_NAME" --repo $REPO
+          fi
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -1,4 +1,5 @@
 name: Release
+
 on:
  push:
    tags:
@@ -33,6 +34,7 @@ jobs:
        uses: actions/checkout@v4
        with:
          submodules: recursive
+
      - name: Install dependencies
        run: |
          git submodule update --init --recursive
@@ -47,8 +49,8 @@ jobs:
              libvulkan-dev \
              glslang-tools \
              libomp-dev \
-              libopencv-dev \
              libboost-program-options-dev
+
      - name: Build Video2X
        run: |
          cmake -B build -S . -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DSPDLOG_NO_EXCEPTIONS=ON \
@@ -58,6 +60,7 @@ jobs:
          mkdir -p build/video2x-linux-ubuntu-2404-amd64/DEBIAN
          cp packaging/debian/control build/video2x-linux-ubuntu-2404-amd64/DEBIAN/control
          dpkg-deb --build build/video2x-linux-ubuntu-2404-amd64
+
      - name: Upload artifacts
        uses: actions/upload-artifact@v4
        with:
@@ -65,6 +68,8 @@ jobs:
          path: build/video2x-linux-ubuntu-2404-amd64.deb

  windows:
+    # Disabled because it takes too long to build
+    if: false
    name: Build Windows release
    needs:
      - setup
@@ -74,18 +79,19 @@ jobs:
        uses: actions/checkout@v4
        with:
          submodules: recursive
+
      - name: Install Vulkan SDK
        uses: humbletim/setup-vulkan-sdk@v1.2.0
        with:
          vulkan-query-version: 1.3.204.0
          vulkan-components: Vulkan-Headers, Vulkan-Loader, Glslang, SPIRV-Tools, SPIRV-Headers
          vulkan-use-cache: true
+
      - name: Install dependencies
        shell: pwsh
        run: |
          $ffmpegVersion = "7.1"
          $ncnnVersion = "20240820"
-          $opencvVersion = "4.10.0"

          git submodule update --init --recursive

@@ -97,19 +103,18 @@ jobs:
          Expand-Archive -Path ncnn-shared.zip -DestinationPath third_party
          Rename-Item -Path "third_party/ncnn-$ncnnVersion-windows-vs2022-shared" -NewName ncnn-shared

-          curl -Lo opencv-shared.exe "https://github.com/opencv/opencv/releases/download/$opencvVersion/opencv-$opencvVersion-windows.exe"
-          7z x opencv-shared.exe -y
-          Move-Item -Path opencv -Destination third_party\opencv-shared
      - name: Build Video2X
        shell: pwsh
        run: |
          cmake -S . -B build `
-            -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DUSE_SYSTEM_OPENCV=OFF -DUSE_SYSTEM_BOOST=OFF `
+            -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DUSE_SYSTEM_BOOST=OFF `
            -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=build/video2x_install
          cmake --build build --config Release --parallel --target install
+
      - name: Compress artifacts
        run: |
          Compress-Archive -Path build/video2x_install/* -DestinationPath build/video2x-windows-amd64.zip
+
      - name: Upload artifacts
        uses: actions/upload-artifact@v4
        with:
@@ -124,6 +129,7 @@ jobs:
    steps:
      - name: Checkout repository
        uses: actions/checkout@v4
+
      - uses: mr-smithers-excellent/docker-build-push@v5
        name: Build & push the Docker image
        with:
@@ -139,14 +145,15 @@ jobs:
    needs:
      - setup
      # - ubuntu-2404
-      - windows
+      # - windows
      - container
    runs-on: ubuntu-latest
-    outputs:
-      upload_url: ${{ steps.create_release.outputs.upload_url }}
+    # outputs:
+    #   upload_url: ${{ steps.create_release.outputs.upload_url }}
    steps:
-      - name: Download artifacts
-        uses: actions/download-artifact@v4
+      # - name: Download artifacts
+      #   uses: actions/download-artifact@v4
+
      - name: Create release
        id: create_release
        uses: softprops/action-gh-release@v2
@@ -156,5 +163,3 @@ jobs:
          name: ${{ needs.setup.outputs.version }}
          draft: true
          prerelease: false
-          files: |
-            video2x-windows-amd64.zip
--- a/.gitmodules
+++ b/.gitmodules
@@ -1,15 +1,18 @@
-[submodule "third_party/librealesrgan_ncnn_vulkan"]
-	path = third_party/librealesrgan_ncnn_vulkan
-	url = https://github.com/k4yt3x/librealesrgan-ncnn-vulkan.git
 [submodule "third_party/ncnn"]
 	path = third_party/ncnn
 	url = https://github.com/Tencent/ncnn.git
 [submodule "third_party/spdlog"]
 	path = third_party/spdlog
 	url = https://github.com/gabime/spdlog.git
-[submodule "third_party/opencv"]
-	path = third_party/opencv
-	url = https://github.com/opencv/opencv.git
 [submodule "third_party/boost"]
 	path = third_party/boost
 	url = https://github.com/boostorg/boost.git
+[submodule "third_party/librealesrgan_ncnn_vulkan"]
+	path = third_party/librealesrgan_ncnn_vulkan
+	url = https://github.com/k4yt3x/librealesrgan-ncnn-vulkan.git
+[submodule "third_party/librealcugan_ncnn_vulkan"]
+	path = third_party/librealcugan_ncnn_vulkan
+	url = https://github.com/k4yt3x/librealcugan-ncnn-vulkan.git
+[submodule "third_party/librife_ncnn_vulkan"]
+	path = third_party/librife_ncnn_vulkan
+	url = https://github.com/k4yt3x/librife-ncnn-vulkan.git
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,4 +5,90 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).

-## [Unreleased]
+## [6.3.0] - 2024-12-20
+
+### Added
+
+- A logger manager to provide unified logging across the application.
+- Support for Real-CUGAN ncnn Vulkan (#1198).
+- (Video2X Qt6) A check to ensure the required VC++ Redistributable version is installed.
+- (Video2X Qt6) A configuration manager to save user preferences like the last selected language.
+- (Video2X Qt6) A new logging widget to display logs in the UI.
+- (Video2X Qt6) Custom options `crf=20` and `preset=slow` to the default encoder options.
+- (Video2X Qt6) French translation.
+- (Video2X Qt6) The ability to check for available updates and prompt the user to update.
+- (Video2X Qt6) Tooltips for processor and encoder options.
+
+### Changed
+
+- Improve optimization flags and add namespaces for better code organization.
+- (Video2X Qt6) Add processor names to processed videos instead of `.processed`.
+- (Video2X Qt6) The output video suffix from auto-generated to `.mkv`.
+
+### Fixed
+
+- Make the encoder always use the calculated PTS with corrected math.
+- (Video2X Qt6) The issue where task configs are being restored incorrectly in the UI.
+
+## [6.2.0] - 2024-12-11
+
+### Added
+
+- Automatic selection of the most suitable pixel format for the output video.
+- Frame interpolation processing mode.
+- More `AVCodecContext` options.
+- Support for RIFE ncnn Vulkan.
+- Support for specifying arbitrary `AVOptions` for the encoder (#1232).
+- (Video2X Qt6) Visual C++ Redistributable version check to the installer.
+
+### Changed
+
+- Improve CLI argument validation.
+- Improve error handling and error messages.
+- Improve the CLI help message structure and clarity.
+- (Video2X Qt6) Improve the UI with a complete redesign.
+
+### Removed
+
+- The C API for easier maintenance and development.
+
+### Fixed
+
+- Timestamp errors processing frames with PTS equal to 0 (#1222).
+
+## [6.1.1] - 2024-11-07
+
+### Added
+
+- Time remaining, and processing speed to the status bar.
+
+### Fixed
+
+- Stream mapping for cases where the video stream is not the first stream in the input file (#1217).
+- The encoder using the wrong color space for the output video.
+
+## [6.1.0] - 2024-11-04
+
+### Added
+
+- A better timer that gets paused when the processing is paused.
+- Detection for the validity of the provided GPU ID.
+- The `--listgpus` option to list available Vulkan GPU devices.
+- Vulkan device selection for libplacebo.
+- (Video2X Qt6) Status bar and processing statistics.
+
+### Changed
+
+- Automatically detect if options `colorspace` and `range` are supported by the buffer filter.
+- Resource file missing error messages.
+- Rewritten the CLI with C++.
+
+### Fixed
+
+- Wide character string paths support on Windows systems without UTF-8 support enabled (#1201).
+
+## [6.0.0] - 2024-10-29
+
+### Added
+
+- The initial release of the 6.0.0 version of Video2X.
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -0,0 +1,16 @@
+cff-version: 1.2.0
+title: Video2X
+abstract: >-
+  Video2X is a A machine learning-based video super resolution and frame interpolation framework.
+message: Please cite this software using these metadata.
+type: software
+authors:
+  - name: K4YT3X
+date-released: 2018-02-24
+url: https://video2x.org
+repository-code: https://github.com/k4yt3x/video2x
+license: AGPL-3.0
+keywords:
+  - machine learning
+  - super resolution
+  - frame interpolation
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -1,5 +1,10 @@
 cmake_minimum_required(VERSION 3.10)
-project(video2x VERSION 6.1.0 LANGUAGES CXX)
+project(video2x VERSION 6.3.0 LANGUAGES CXX)
+
+# The FindBoost module is removed in CMake 3.30
+if(POLICY CMP0167)
+  cmake_policy(SET CMP0167 NEW)
+endif()

 # Set the C++ standard
 set(CMAKE_CXX_STANDARD 17)
@@ -11,28 +16,27 @@ if(NOT CMAKE_BUILD_TYPE)
    set(CMAKE_BUILD_TYPE Release)
 endif()

-# Set the default optimization flags for Release builds
-if(CMAKE_BUILD_TYPE STREQUAL "Release")
-    if (CMAKE_CXX_COMPILER_ID STREQUAL "MSVC")
-        set(CMAKE_CXX_FLAGS_RELEASE "${CMAKE_CXX_FLAGS_RELEASE} /Ox /GL /LTCG /MD /DNDEBUG")
-    elseif (CMAKE_CXX_COMPILER_ID STREQUAL "GNU" OR CMAKE_CXX_COMPILER_ID MATCHES "Clang")
-        set(CMAKE_CXX_FLAGS_RELEASE "${CMAKE_CXX_FLAGS_RELEASE} -O3 -march=native -flto")
-        set(CMAKE_EXE_LINKER_FLAGS_RELEASE "${CMAKE_EXE_LINKER_FLAGS_RELEASE} -s")
-        set(CMAKE_SHARED_LINKER_FLAGS_RELEASE "${CMAKE_SHARED_LINKER_FLAGS_RELEASE} -s")
-    endif()
+# Set global compile options for all targets
+if(CMAKE_CXX_COMPILER_ID STREQUAL "MSVC")
+    add_compile_options(/W4 /permissive-)
+elseif(CMAKE_CXX_COMPILER_ID MATCHES "GNU|Clang")
+    add_compile_options(-Wall -Wextra -Wpedantic -Wconversion -Wshadow)
 endif()

-# Set global compile options for all targets
-if (CMAKE_CXX_COMPILER_ID STREQUAL "MSVC")
-    add_compile_options(/W4 /permissive-)
-elseif (CMAKE_CXX_COMPILER_ID STREQUAL "GNU" OR CMAKE_CXX_COMPILER_ID MATCHES "Clang")
-    add_compile_options(-Wall -Wextra -Wpedantic -Wconversion -Wshadow)
+# Set the default optimization flags for Release builds
+if(CMAKE_BUILD_TYPE STREQUAL "Release")
+    if(CMAKE_CXX_COMPILER_ID STREQUAL "MSVC")
+        add_compile_options(/Ox /Ot /GL /DNDEBUG)
+        add_link_options(/LTCG /OPT:REF /OPT:ICF)
+    elseif(CMAKE_CXX_COMPILER_ID MATCHES "GNU|Clang")
+        add_compile_options(-O3 -march=native -ffunction-sections -fdata-sections)
+        add_link_options(-Wl,-s -flto -Wl,--gc-sections)
+    endif()
 endif()

 # Build options
 option(BUILD_SHARED_LIBS "Build libvideo2x as a shared library" ON)
 option(BUILD_VIDEO2X_CLI "Build the video2x executable" ON)
-option(USE_SYSTEM_OPENCV "Use system OpenCV library" ON)
 option(USE_SYSTEM_NCNN "Use system ncnn library" ON)
 option(USE_SYSTEM_SPDLOG "Use system spdlog library" ON)
 option(USE_SYSTEM_BOOST "Use system Boost library" ON)
@@ -45,15 +49,16 @@ configure_file(
 )

 # Find the required packages
-set(ALL_INCLUDE_DIRS)
-set(ALL_LIBRARIES)
+set(LIBVIDEO2X_INCLUDE_DIRS)
+set(LIBVIDEO2X_LIBS)
+set(VIDEO2X_INCLUDE_DIRS)
+set(VIDEO2X_LIBS)

 # Platform-specific dependencies
 if(WIN32)
    # Define base paths for FFmpeg and ncnn
    set(FFMPEG_BASE_PATH ${PROJECT_SOURCE_DIR}/third_party/ffmpeg-shared)
    set(NCNN_BASE_PATH ${PROJECT_SOURCE_DIR}/third_party/ncnn-shared/x64)
-    set(OPENCV_BASE_PATH ${PROJECT_SOURCE_DIR}/third_party/opencv-shared)

    # FFmpeg
    set(FFMPEG_LIB
@@ -64,33 +69,27 @@ if(WIN32)
        ${FFMPEG_BASE_PATH}/lib/avutil.lib
        ${FFMPEG_BASE_PATH}/lib/swscale.lib
    )
-    list(APPEND ALL_LIBRARIES ${FFMPEG_LIB})
-    list(APPEND ALL_INCLUDE_DIRS ${FFMPEG_BASE_PATH}/include)
+    list(APPEND LIBVIDEO2X_LIBS ${FFMPEG_LIB})
+    list(APPEND LIBVIDEO2X_INCLUDE_DIRS ${FFMPEG_BASE_PATH}/include)
+    list(APPEND VIDEO2X_LIBS ${FFMPEG_LIB})
+    list(APPEND VIDEO2X_INCLUDE_DIRS ${FFMPEG_BASE_PATH}/include)

    # ncnn
-    # TODO: Figure out why this file is not being copied to the install directory
    set(SPIRV_BUILD_PATH
        ${CMAKE_BINARY_DIR}/realesrgan-prefix/src/realesrgan-build/ncnn/glslang/SPIRV
    )
-    if (CMAKE_BUILD_TYPE STREQUAL "Release")
+    if(CMAKE_BUILD_TYPE STREQUAL "Release")
        set(SPIRV_LIB ${SPIRV_BUILD_PATH}/Release/SPIRV.lib)
    else()
        set(SPIRV_LIB ${SPIRV_BUILD_PATH}/Debug/SPIRVd.lib)
    endif()

-    list(APPEND ALL_LIBRARIES
-        ${NCNN_BASE_PATH}/lib/ncnn.lib
-        ${SPIRV_LIB}
-    )
-    list(APPEND ALL_INCLUDE_DIRS ${NCNN_BASE_PATH}/include/ncnn)
-
-    # OpenCV
-    # list(APPEND ALL_LIBRARIES ${OPENCV_BASE_PATH}/build/x64/vc16/lib/opencv_world4100.lib)
-    list(APPEND ALL_INCLUDE_DIRS ${OPENCV_BASE_PATH}/build/include)
+    list(APPEND LIBVIDEO2X_LIBS ${NCNN_BASE_PATH}/lib/ncnn.lib ${SPIRV_LIB})
+    list(APPEND LIBVIDEO2X_INCLUDE_DIRS ${NCNN_BASE_PATH}/include/ncnn)
 else()
    # FFmpeg
    find_package(PkgConfig REQUIRED)
-    set(FFMPEG_REQUIRED_PKGS REQUIRED
+    set(FFMPEG_REQUIRED_PKGS
        libavcodec
        libavdevice
        libavfilter
@@ -100,61 +99,13 @@ else()
    )

    # Loop through each package to find and collect include dirs and libraries
-    set(FFMPEG_LIB)
    foreach(PKG ${FFMPEG_REQUIRED_PKGS})
        pkg_check_modules(${PKG} REQUIRED ${PKG})
-        list(APPEND ALL_INCLUDE_DIRS ${${PKG}_INCLUDE_DIRS})
-        list(APPEND FFMPEG_LIB ${${PKG}_LIBRARIES})
+        list(APPEND LIBVIDEO2X_INCLUDE_DIRS ${${PKG}_INCLUDE_DIRS})
+        list(APPEND LIBVIDEO2X_LIBS ${${PKG}_LIBRARIES})
+        list(APPEND VIDEO2X_INCLUDE_DIRS ${${PKG}_INCLUDE_DIRS})
+        list(APPEND VIDEO2X_LIBS ${${PKG}_LIBRARIES})
    endforeach()
-    list(APPEND ALL_LIBRARIES ${FFMPEG_LIB})
-
-    # OpenCV
-    if (USE_SYSTEM_OPENCV)
-        find_package(OpenCV REQUIRED)
-        list(APPEND ALL_INCLUDE_DIRS ${OpenCV_INCLUDE_DIRS}/opencv2)
-        # list(APPEND ALL_LIBRARIES opencv_core opencv_videoio)
-    else()
-        option(BUILD_opencv_calib3d "" OFF)
-        option(BUILD_opencv_core "" ON)
-        option(BUILD_opencv_dnn "" OFF)
-        option(BUILD_opencv_features2d "" OFF)
-        option(BUILD_opencv_flann "" OFF)
-        option(BUILD_opencv_gapi "" OFF)
-        option(BUILD_opencv_highgui "" OFF)
-        option(BUILD_opencv_imgcodecs "" OFF)
-        option(BUILD_opencv_imgproc "" OFF)
-        option(BUILD_opencv_java "" OFF)
-        option(BUILD_opencv_js "" OFF)
-        option(BUILD_opencv_ml "" OFF)
-        option(BUILD_opencv_objc "" OFF)
-        option(BUILD_opencv_objdetect "" OFF)
-        option(BUILD_opencv_photo "" OFF)
-        option(BUILD_opencv_python "" OFF)
-        option(BUILD_opencv_python2 "" OFF)
-        option(BUILD_opencv_python3 "" OFF)
-        option(BUILD_opencv_stitching "" OFF)
-        option(BUILD_opencv_ts "" OFF)
-        option(BUILD_opencv_video "" OFF)
-        option(BUILD_opencv_videoio "" ON)
-        option(BUILD_opencv_world "" OFF)
-
-        option(WITH_PNG "" OFF)
-        option(WITH_JPEG "" OFF)
-        option(WITH_TIFF "" OFF)
-        option(WITH_WEBP "" OFF)
-        option(WITH_OPENJPEG "" OFF)
-        option(WITH_JASPER "" OFF)
-        option(WITH_OPENEXR "" OFF)
-        option(WITH_IMGCODEC "" OFF)
-
-        add_subdirectory(third_party/opencv)
-        list(APPEND ALL_INCLUDE_DIRS
-            ${PROJECT_SOURCE_DIR}/third_party/opencv/include
-            ${PROJECT_SOURCE_DIR}/third_party/opencv/modules/core/include
-            ${PROJECT_SOURCE_DIR}/third_party/opencv/modules/videoio/include
-        )
-        # list(APPEND ALL_LIBRARIES opencv_core opencv_videoio)
-    endif() # USE_SYSTEM_OPENCV
 endif() # WIN32

 # Find ncnn package
@@ -257,34 +208,40 @@ else()
 endif()

 # spdlog
-if (USE_SYSTEM_SPDLOG)
+if(USE_SYSTEM_SPDLOG)
    find_package(spdlog REQUIRED)
-    list(APPEND ALL_INCLUDE_DIRS ${spdlog_INCLUDE_DIRS})
+    list(APPEND LIBVIDEO2X_INCLUDE_DIRS ${spdlog_INCLUDE_DIRS})
+    list(APPEND VIDEO2X_INCLUDE_DIRS ${spdlog_INCLUDE_DIRS})
    set(SPDLOG_LIB spdlog::spdlog)
 else()
    add_subdirectory(third_party/spdlog)
    set(SPDLOG_LIB spdlog::spdlog_header_only)
 endif()
-list(APPEND ALL_LIBRARIES ${SPDLOG_LIB})
+list(APPEND LIBVIDEO2X_LIBS ${SPDLOG_LIB})
+list(APPEND VIDEO2X_LIBS ${SPDLOG_LIB})

-# Boost
-if (USE_SYSTEM_BOOST)
-    find_package(Boost REQUIRED COMPONENTS program_options)
-    list(APPEND ALL_INCLUDE_DIRS ${Boost_INCLUDE_DIRS})
-else()
-    option(Boost_USE_STATIC_LIBS "" ON)
-    option(Boost_USE_STATIC_RUNTIME "" ON)
-    option(Boost_COMPONENTS "program_options")
-
-    add_subdirectory(third_party/boost)
-    include_directories(${PROJECT_SOURCE_DIR}/third_party/boost/libs/program_options/include)
-    set(BOOST_BASE_PATH ${CMAKE_BINARY_DIR}/third_party/boost/libs/program_options/${CMAKE_BUILD_TYPE})
-endif()
-set(BOOST_LIB Boost::program_options)
-
-if (BUILD_VIDEO2X_CLI)
+# Find dependencies required for the CLI
+if(BUILD_VIDEO2X_CLI)
+    # Vulkan
    find_package(Vulkan REQUIRED)
-    set(VULKAN_LIB Vulkan::Vulkan)
+    list(APPEND VIDEO2X_LIBS Vulkan::Vulkan)
+
+    # Boost
+    if(USE_SYSTEM_BOOST)
+        find_package(Boost REQUIRED COMPONENTS program_options)
+        list(APPEND LIBVIDEO2X_INCLUDE_DIRS ${Boost_INCLUDE_DIRS})
+    else()
+        option(Boost_USE_STATIC_LIBS "" ON)
+        option(Boost_USE_STATIC_RUNTIME "" ON)
+        option(Boost_COMPONENTS "program_options")
+
+        add_subdirectory(third_party/boost)
+        include_directories(${PROJECT_SOURCE_DIR}/third_party/boost/libs/program_options/include)
+        set(BOOST_BASE_PATH
+            ${CMAKE_BINARY_DIR}/third_party/boost/libs/program_options/${CMAKE_BUILD_TYPE}
+        )
+    endif()
+    list(APPEND VIDEO2X_LIBS Boost::program_options)
 endif()

 # Include ExternalProject module
@@ -303,21 +260,41 @@ ExternalProject_Add(
    INSTALL_COMMAND ${CMAKE_COMMAND} --build . --target install --config ${CMAKE_BUILD_TYPE}
 )

+# Add librealcugan-ncnn-vulkan as an external project
+ExternalProject_Add(
+    realcugan
+    SOURCE_DIR ${PROJECT_SOURCE_DIR}/third_party/librealcugan_ncnn_vulkan/src
+    CMAKE_ARGS
+        -DCMAKE_BUILD_TYPE=${CMAKE_BUILD_TYPE}
+        -DCMAKE_INSTALL_PREFIX=${CMAKE_BINARY_DIR}/realcugan_install
+        -DCMAKE_POSITION_INDEPENDENT_CODE=ON
+        -DUSE_SYSTEM_NCNN=${USE_SYSTEM_NCNN}
+    BUILD_ALWAYS ON
+    INSTALL_COMMAND ${CMAKE_COMMAND} --build . --target install --config ${CMAKE_BUILD_TYPE}
+)
+
+# Add librife-ncnn-vulkan as an external project
+ExternalProject_Add(
+    rife
+    SOURCE_DIR ${PROJECT_SOURCE_DIR}/third_party/librife_ncnn_vulkan/src
+    CMAKE_ARGS
+        -DCMAKE_BUILD_TYPE=${CMAKE_BUILD_TYPE}
+        -DCMAKE_INSTALL_PREFIX=${CMAKE_BINARY_DIR}/rife_install
+        -DCMAKE_POSITION_INDEPENDENT_CODE=ON
+        -DUSE_SYSTEM_NCNN=${USE_SYSTEM_NCNN}
+    BUILD_ALWAYS ON
+    INSTALL_COMMAND ${CMAKE_COMMAND} --build . --target install --config ${CMAKE_BUILD_TYPE}
+)
+
 # Remove duplicate entries
-list(REMOVE_DUPLICATES ALL_INCLUDE_DIRS)
-list(REMOVE_DUPLICATES ALL_LIBRARIES)
+list(REMOVE_DUPLICATES LIBVIDEO2X_INCLUDE_DIRS)
+list(REMOVE_DUPLICATES LIBVIDEO2X_LIBS)
+list(REMOVE_DUPLICATES VIDEO2X_INCLUDE_DIRS)
+list(REMOVE_DUPLICATES VIDEO2X_LIBS)

 # Create the shared library 'libvideo2x'
-add_library(libvideo2x
-    src/conversions.cpp
-    src/decoder.cpp
-    src/encoder.cpp
-    src/fsutils.cpp
-    src/libplacebo_filter.cpp
-    src/libplacebo.cpp
-    src/libvideo2x.cpp
-    src/realesrgan_filter.cpp
-)
+file(GLOB LIBVIDEO2X_SOURCES src/*.cpp)
+add_library(libvideo2x ${LIBVIDEO2X_SOURCES})
 target_compile_definitions(libvideo2x PRIVATE LIBVIDEO2X_EXPORTS)
 if(WIN32)
    set_target_properties(libvideo2x PROPERTIES OUTPUT_NAME libvideo2x)
@@ -325,39 +302,40 @@ else()
    set_target_properties(libvideo2x PROPERTIES OUTPUT_NAME video2x)
 endif()

-# Ensure libvideo2x depends on realesrgan being built and installed
-add_dependencies(libvideo2x realesrgan)
+# Ensure that the shared library is built after the external projects
+add_dependencies(libvideo2x realesrgan realcugan rife)

 # Include directories for the shared library
 target_include_directories(libvideo2x PRIVATE
-    ${ALL_INCLUDE_DIRS}
+    ${LIBVIDEO2X_INCLUDE_DIRS}
    ${CMAKE_CURRENT_BINARY_DIR}
    ${PROJECT_SOURCE_DIR}/include
    ${PROJECT_SOURCE_DIR}/include/libvideo2x
    ${PROJECT_SOURCE_DIR}/third_party/librealesrgan_ncnn_vulkan/src
+    ${PROJECT_SOURCE_DIR}/third_party/librealcugan_ncnn_vulkan/src
+    ${PROJECT_SOURCE_DIR}/third_party/librife_ncnn_vulkan/src
 )

 # Compile options for the shared library
-target_compile_options(libvideo2x PRIVATE
-    -fPIC
-    $<$<CONFIG:Release>:-Ofast>
-    $<$<CONFIG:Debug>:-g -DDEBUG>
-)
+target_compile_options(libvideo2x PRIVATE -fPIC $<$<CONFIG:Debug>:-g -DDEBUG>)

-# Define the path to the built libresrgan-ncnn-vulkan library
+# Define the paths to the shared libraries
 if(WIN32)
    set(REALESRGAN_LIB ${CMAKE_BINARY_DIR}/realesrgan_install/lib/librealesrgan-ncnn-vulkan.lib)
-    list(APPEND ALL_LIBRARIES ${REALESRGAN_LIB})
+    set(REALCUGAN_LIB ${CMAKE_BINARY_DIR}/realcugan_install/lib/librealcugan-ncnn-vulkan.lib)
+    set(RIFE_LIB ${CMAKE_BINARY_DIR}/rife_install/lib/librife-ncnn-vulkan.lib)
 else()
    set(REALESRGAN_LIB ${CMAKE_BINARY_DIR}/realesrgan_install/lib/librealesrgan-ncnn-vulkan.so)
-    list(APPEND ALL_LIBRARIES ${REALESRGAN_LIB})
+    set(REALCUGAN_LIB ${CMAKE_BINARY_DIR}/realcugan_install/lib/librealcugan-ncnn-vulkan.so)
+    set(RIFE_LIB ${CMAKE_BINARY_DIR}/rife_install/lib/librife-ncnn-vulkan.so)
 endif()
+list(APPEND LIBVIDEO2X_LIBS ${REALESRGAN_LIB} ${REALCUGAN_LIB} ${RIFE_LIB})

 # Link the shared library with the dependencies
-target_link_libraries(libvideo2x PRIVATE ${ALL_LIBRARIES})
+target_link_libraries(libvideo2x PRIVATE ${LIBVIDEO2X_LIBS})

 if(NOT WIN32)
-    if (USE_SYSTEM_NCNN)
+    if(USE_SYSTEM_NCNN)
        target_link_libraries(libvideo2x PUBLIC ncnn)
    else()
        target_link_libraries(libvideo2x PRIVATE ncnn)
@@ -365,29 +343,24 @@ if(NOT WIN32)
 endif()

 # Create the executable 'video2x'
-if (BUILD_VIDEO2X_CLI)
-    add_executable(video2x src/video2x.cpp src/timer.cpp)
+if(BUILD_VIDEO2X_CLI)
+    file(GLOB VIDEO2X_SOURCES tools/video2x/src/*.cpp)
+    add_executable(video2x ${VIDEO2X_SOURCES})
    set_target_properties(video2x PROPERTIES OUTPUT_NAME video2x)

    # Include directories for the executable
    target_include_directories(video2x PRIVATE
-        ${ALL_INCLUDE_DIRS}
+        ${VIDEO2X_INCLUDE_DIRS}
        ${CMAKE_CURRENT_BINARY_DIR}
        ${PROJECT_SOURCE_DIR}/include
-        ${PROJECT_SOURCE_DIR}/include/libvideo2x
+        ${PROJECT_SOURCE_DIR}/tools/video2x/include
    )

    # Compile options for the executable
    target_compile_options(video2x PRIVATE $<$<CONFIG:Debug>:-g -DDEBUG>)

    # Link the executable with the shared library
-    target_link_libraries(video2x PRIVATE
-        libvideo2x
-        ${FFMPEG_LIB}
-        ${SPDLOG_LIB}
-        ${BOOST_LIB}
-        ${VULKAN_LIB}
-    )
+    target_link_libraries(video2x PRIVATE libvideo2x ${VIDEO2X_LIBS})
 endif()

 # Define the default installation directories
@@ -403,10 +376,6 @@ else()
    set(MODEL_DESTINATION_DEFAULT "share/video2x")
 endif()

-# Explicitly set the output paths since OpenCV changes these variables
-set(EXECUTABLE_OUTPUT_PATH ${CMAKE_BINARY_DIR})
-set(LIBRARY_OUTPUT_PATH ${CMAKE_BINARY_DIR})
-
 # Set the installation directories
 set(INSTALL_BIN_DESTINATION ${BIN_DESTINATION_DEFAULT} CACHE STRING "")
 set(INSTALL_INCLUDE_DESTINATION ${INCLUDE_DESTINATION_DEFAULT} CACHE STRING "")
@@ -432,34 +401,27 @@ if(BUILD_VIDEO2X_CLI)
 endif()

 # Install the header files
+file(GLOB HEADER_FILES ${PROJECT_SOURCE_DIR}/include/libvideo2x/*.h)
 install(FILES
-    ${PROJECT_SOURCE_DIR}/include/libvideo2x/libvideo2x.h
-    ${PROJECT_SOURCE_DIR}/include/libvideo2x/char_defs.h
+    ${HEADER_FILES}
    ${CMAKE_CURRENT_BINARY_DIR}/libvideo2x/version.h
    DESTINATION ${INSTALL_INCLUDE_DESTINATION}
 )

 # Platform-specific installation rules
 if(WIN32)
-    # Install Windows-specific dependencies
    if(CMAKE_BUILD_TYPE STREQUAL "Release")
        set(BOOST_DLL_PATH ${BOOST_BASE_PATH}/boost_program_options-vc143-mt-x64-1_86.dll)
    else()
        set(BOOST_DLL_PATH ${BOOST_BASE_PATH}/boost_program_options-vc143-mt-gd-x64-1_86.dll)
    endif()

+    file(GLOB FFMPEG_DLLS "${FFMPEG_BASE_PATH}/bin/*.dll")
    install(FILES
        ${CMAKE_BINARY_DIR}/realesrgan_install/bin/librealesrgan-ncnn-vulkan.dll
-        ${FFMPEG_BASE_PATH}/bin/swscale-8.dll
-        ${FFMPEG_BASE_PATH}/bin/avcodec-61.dll
-        ${FFMPEG_BASE_PATH}/bin/avdevice-61.dll
-        ${FFMPEG_BASE_PATH}/bin/avfilter-10.dll
-        ${FFMPEG_BASE_PATH}/bin/avformat-61.dll
-        ${FFMPEG_BASE_PATH}/bin/avutil-59.dll
-        ${FFMPEG_BASE_PATH}/bin/postproc-58.dll
-        ${FFMPEG_BASE_PATH}/bin/swresample-5.dll
-        # ${OPENCV_BASE_PATH}/build/x64/vc16/bin/opencv_world4100.dll
-        # ${OPENCV_BASE_PATH}/build/x64/vc16/bin/opencv_videoio_msmf4100_64.dll
+        ${CMAKE_BINARY_DIR}/realcugan_install/bin/librealcugan-ncnn-vulkan.dll
+        ${CMAKE_BINARY_DIR}/rife_install/bin/librife-ncnn-vulkan.dll
+        ${FFMPEG_DLLS}
        ${NCNN_BASE_PATH}/bin/ncnn.dll
        ${BOOST_DLL_PATH}
        DESTINATION ${INSTALL_BIN_DESTINATION}
@@ -468,8 +430,7 @@ if(WIN32)
                    WORLD_READ WORLD_EXECUTE
    )
 else()
-    # Install Unix-specific dependencies
-    install(FILES ${REALESRGAN_LIB}
+    install(FILES ${REALESRGAN_LIB} ${REALCUGAN_LIB} ${RIFE_LIB}
        DESTINATION ${INSTALL_LIB_DESTINATION}
        PERMISSIONS OWNER_READ OWNER_WRITE OWNER_EXECUTE
                    GROUP_READ GROUP_EXECUTE
--- a/CODE_OF_CONDUCT.md
+++ b/CODE_OF_CONDUCT.md
@@ -0,0 +1,20 @@
+# Code of Conduct
+
+## Our Goal
+
+Our goal is to create a respectful and inclusive environment for everyone involved in our project.
+
+## Our Standards
+
+- **Respect Others**: Treat everyone with respect, regardless of their background or beliefs.
+- **Resolve Peacefully**: Address disagreements constructively and aim for peaceful resolutions.
+- **Report Problems**: If you witness or experience any issues, report them to [github@k4yt3x.com](mailto:github@k4yt3x.com).
+
+## Enforcement
+
+- **Confidentiality**: Reports will be handled confidentially.
+- **Action**: The project team will review and address reported issues promptly and appropriately.
+
+## Contact
+
+For any questions or concerns, please contact us at [github@k4yt3x.com](mailto:github@k4yt3x.com).
--- a/130
+++ b/130
@@ -1,10 +1,9 @@
 .PHONY: build static debug windows windows-debug debian ubuntu clean \
-	test-realesrgan test-libplacebo \
-	memcheck-realesrgan memcheck-libplacebo \
-	heaptrack-realesrgan heaptrack-libplacebo
+	test-realesrgan test-realcugan test-libplacebo test-rife \
+	memcheck-realesrgan memcheck-realcugan memcheck-libplacebo memcheck-rife \
+	heaptrack-realesrgan heaptrack-realcugan heaptrack-libplacebo heaptrack-rife

 BINDIR=build
-CC=clang
 CXX=clang++

 TEST_VIDEO=data/standard-test.mp4
@@ -13,7 +12,6 @@ TEST_OUTPUT=data/output.mp4
 build:
 	cmake -S . -B $(BINDIR) \
 		-DCMAKE_EXPORT_COMPILE_COMMANDS=ON \
-		-DCMAKE_C_COMPILER=$(CC) \
 		-DCMAKE_CXX_COMPILER=$(CXX) \
 		-DCMAKE_BUILD_TYPE=Release
 	cmake --build $(BINDIR) --config Release --parallel
@@ -22,17 +20,18 @@ build:
 static:
 	cmake -S . -B $(BINDIR) \
 		-DCMAKE_EXPORT_COMPILE_COMMANDS=ON \
-		-DCMAKE_C_COMPILER=$(CC) \
 		-DCMAKE_CXX_COMPILER=$(CXX) \
 		-DCMAKE_BUILD_TYPE=Release \
-		-DBUILD_SHARED_LIBS=OFF
+		-DBUILD_SHARED_LIBS=OFF \
+		-DUSE_SYSTEM_NCNN=OFF \
+		-DUSE_SYSTEM_SPDLOG=OFF \
+		-DUSE_SYSTEM_BOOST=OFF
 	cmake --build $(BINDIR) --config Release --parallel
 	cp $(BINDIR)/compile_commands.json .

 debug:
 	cmake -S . -B $(BINDIR) \
 		-DCMAKE_EXPORT_COMPILE_COMMANDS=ON \
-		-DCMAKE_C_COMPILER=$(CC) \
 		-DCMAKE_CXX_COMPILER=$(CXX) \
 		-DCMAKE_BUILD_TYPE=Debug
 	cmake --build $(BINDIR) --config Debug --parallel
@@ -41,7 +40,6 @@ debug:
 windows:
 	cmake -S . -B $(BINDIR) \
 		-DUSE_SYSTEM_NCNN=OFF \
-		-DUSE_SYSTEM_OPENCV=OFF \
 		-DUSE_SYSTEM_SPDLOG=OFF \
 		-DUSE_SYSTEM_BOOST=OFF \
 		-DCMAKE_BUILD_TYPE=Release \
@@ -51,7 +49,6 @@ windows:
 windows-debug:
 	cmake -S . -B $(BINDIR) \
 		-DUSE_SYSTEM_NCNN=OFF \
-		-DUSE_SYSTEM_OPENCV=OFF \
 		-DUSE_SYSTEM_SPDLOG=OFF \
 		-DUSE_SYSTEM_BOOST=OFF \
 		-DCMAKE_BUILD_TYPE=Debug \
@@ -72,19 +69,16 @@ debian:
 		glslang-tools \
 		libomp-dev \
 		libspdlog-dev \
-		libopencv-dev \
 		libboost-program-options-dev
-	cmake -B /tmp/build -S . -DUSE_SYSTEM_NCNN=OFF \
-		-DCMAKE_C_COMPILER=$(CC) -DCMAKE_CXX_COMPILER=$(CXX) \
+	cmake -B /tmp/build -S . -DUSE_SYSTEM_NCNN=OFF -DCMAKE_CXX_COMPILER=$(CXX) \
 		-DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=/tmp/install \
 		-DINSTALL_BIN_DESTINATION=. -DINSTALL_INCLUDE_DESTINATION=include \
 		-DINSTALL_LIB_DESTINATION=. -DINSTALL_MODEL_DESTINATION=.
 	cmake --build /tmp/build --config Release --target install --parallel

-ubuntu:
-	export DEBIAN_FRONTEND=noninteractive
+ubuntu2404:
 	apt-get update
-	apt-get install -y --no-install-recommends \
+	DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \
 		build-essential cmake pkg-config \
 		libavcodec-dev \
 		libavdevice-dev \
@@ -95,26 +89,58 @@ ubuntu:
 		libvulkan-dev \
 		glslang-tools \
 		libomp-dev \
-		libopencv-dev \
 		libboost-program-options-dev
 	cmake -B build -S . -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DSPDLOG_NO_EXCEPTIONS=ON \
-		-DCMAKE_C_COMPILER=gcc -DCMAKE_CXX_COMPILER=g++ \
-		-DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=build/video2x_package/usr
+		-DCMAKE_CXX_COMPILER=g++ -DCMAKE_BUILD_TYPE=Release \
+		-DCMAKE_INSTALL_PREFIX=video2x-linux-ubuntu-amd64/usr
 	cmake --build build --config Release --target install --parallel
-	mkdir -p build/video2x_package/DEBIAN
-	cp packaging/debian/control build/video2x_package/DEBIAN/control
-	dpkg-deb --build build/video2x_package
+	mkdir -p video2x-linux-ubuntu-amd64/DEBIAN
+	cp packaging/debian/control.ubuntu2404 video2x-linux-ubuntu-amd64/DEBIAN/control
+	dpkg-deb --build video2x-linux-ubuntu-amd64
+
+ubuntu2204:
+	apt-get update
+	DEBIAN_FRONTEND=noninteractive apt-get install -y software-properties-common
+	add-apt-repository -y ppa:ubuntuhandbook1/ffmpeg7
+	apt-get update
+	DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \
+		build-essential cmake \
+		libavcodec-dev \
+		libavdevice-dev \
+		libavfilter-dev \
+		libavformat-dev \
+		libavutil-dev \
+		libswscale-dev \
+		libvulkan-dev \
+		glslang-tools \
+		libomp-dev \
+		libboost-program-options-dev
+	cmake -B build -S . -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DSPDLOG_NO_EXCEPTIONS=ON \
+		-DCMAKE_CXX_COMPILER=g++ -DCMAKE_BUILD_TYPE=Release \
+		-DCMAKE_INSTALL_PREFIX=video2x-linux-ubuntu-amd64/usr
+	cmake --build build --config Release --target install --parallel
+	mkdir -p video2x-linux-ubuntu-amd64/DEBIAN
+	cp packaging/debian/control.ubuntu2204 video2x-linux-ubuntu-amd64/DEBIAN/control
+	dpkg-deb --build video2x-linux-ubuntu-amd64

 clean:
 	rm -vrf $(BINDIR) data/output*.* heaptrack*.zst valgrind.log

 test-realesrgan:
 	LD_LIBRARY_PATH=$(BINDIR) $(BINDIR)/video2x -i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
-		-f realesrgan -r 4 -m realesr-animevideov3
+		-p realesrgan -s 4 --realesrgan-model realesr-animevideov3
+
+test-realcugan:
+	LD_LIBRARY_PATH=$(BINDIR) $(BINDIR)/video2x -i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p realcugan -s 4 -n 0 --realcugan-model models-se

 test-libplacebo:
 	LD_LIBRARY_PATH=$(BINDIR) $(BINDIR)/video2x -i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
-		-f libplacebo -w 1920 -h 1080 -s anime4k-v4-a
+		-p libplacebo -w 1920 -h 1080 --libplacebo-shader anime4k-v4-a
+
+test-rife:
+	LD_LIBRARY_PATH=$(BINDIR) $(BINDIR)/video2x -i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p rife -m 4 --rife-model rife-v4.6

 memcheck-realesrgan:
 	LD_LIBRARY_PATH=$(BINDIR) valgrind \
@@ -126,8 +152,21 @@ memcheck-realesrgan:
 		--verbose --log-file="valgrind.log" \
 		$(BINDIR)/video2x \
 		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
-		-f realesrgan -r 2 -m realesr-animevideov3 \
-		-p veryfast -b 1000000 -q 30
+		-p realesrgan -s 2 --realesrgan-model realesr-animevideov3 \
+		-e preset=veryfast -e crf=30
+
+memcheck-realcugan:
+	LD_LIBRARY_PATH=$(BINDIR) valgrind \
+		--tool=memcheck \
+		--leak-check=full \
+		--show-leak-kinds=all \
+		--track-origins=yes \
+		--show-reachable=yes \
+		--verbose --log-file="valgrind.log" \
+		$(BINDIR)/video2x \
+		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p realcugan -s 2 -n 0 --realcugan-model models-se \
+		-e preset=veryfast -e crf=30

 memcheck-libplacebo:
 	LD_LIBRARY_PATH=$(BINDIR) valgrind \
@@ -139,19 +178,46 @@ memcheck-libplacebo:
 		--verbose --log-file="valgrind.log" \
 		$(BINDIR)/video2x \
 		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
-		-f libplacebo -w 1920 -h 1080 -s anime4k-v4-a \
-		-p veryfast -b 1000000 -q 30
+		-p libplacebo -w 1920 -h 1080 --libplacebo-shader anime4k-v4-a \
+		-e preset=veryfast -e crf=30
+
+memcheck-rife:
+	LD_LIBRARY_PATH=$(BINDIR) valgrind \
+		--tool=memcheck \
+		--leak-check=full \
+		--show-leak-kinds=all \
+		--track-origins=yes \
+		--show-reachable=yes \
+		--verbose --log-file="valgrind.log" \
+		$(BINDIR)/video2x \
+		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p rife -m 4 --rife-model rife-v4.6 \
+		-e preset=veryfast -e crf=30

 heaptrack-realesrgan:
 	LD_LIBRARY_PATH=$(BINDIR) HEAPTRACK_ENABLE_DEBUGINFOD=1 heaptrack \
 		$(BINDIR)/video2x \
 		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
-		-f realesrgan -r 4 -m realesr-animevideov3 \
-		-p veryfast -b 1000000 -q 30
+		-p realesrgan -s 4 --realesrgan-model realesr-animevideov3 \
+		-e preset=veryfast -e crf=30
+
+heaptrack-realcugan:
+	LD_LIBRARY_PATH=$(BINDIR) HEAPTRACK_ENABLE_DEBUGINFOD=1 heaptrack \
+		$(BINDIR)/video2x \
+		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p realcugan -s 4 -n 0 --realcugan-model models-se \
+		-e preset=veryfast -e crf=30

 heaptrack-libplacebo:
 	LD_LIBRARY_PATH=$(BINDIR) HEAPTRACK_ENABLE_DEBUGINFOD=1 heaptrack \
 		$(BINDIR)/video2x \
 		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
-		-f libplacebo -w 1920 -h 1080 -s anime4k-v4-a \
-		-p veryfast -b 1000000 -q 30
+		-p libplacebo -w 1920 -h 1080 --libplacebo-shader anime4k-v4-a \
+		-e preset=veryfast -e crf=30
+
+heaptrack-rife:
+	LD_LIBRARY_PATH=$(BINDIR) HEAPTRACK_ENABLE_DEBUGINFOD=1 heaptrack \
+		$(BINDIR)/video2x \
+		-i $(TEST_VIDEO) -o $(TEST_OUTPUT) \
+		-p rife -m 4 --rife-model rife-v4.6 \
+		-e preset=veryfast -e crf=30
--- a/9
+++ b/9
@@ -4,8 +4,17 @@ Copyright (C) 2018-2024 K4YT3X and contributors.
 This product depends on FFmpeg, which is available under the GNU Lesser General Public License 2.1.
 The source code can be found at https://github.com/FFmpeg/FFmpeg.

+This product depends on Anime4K, which is available under the MIT License.
+The source code can be found at https://github.com/bloc97/Anime4K.
+
 This product depends on Real-ESRGAN ncnn Vulkan, which is available under the MIT License.
 The source code can be found at https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan.

+This product depends on Real-CUGAN ncnn Vulkan, which is available under the MIT License.
+The source code can be found at https://github.com/nihui/realcugan-ncnn-vulkan.
+
+This product depends on RIFE ncnn Vulkan, which is available under the MIT License.
+The source code can be found at https://github.com/nihui/rife-ncnn-vulkan.
+
 This product depends on ncnn, which is available under the BSD 3-Clause License.
 The source code can be found at https://github.com/Tencent/ncnn.
--- a/README.md
+++ b/README.md
@@ -1,75 +1,74 @@
 <p align="center">
-   <img src="https://github.com/user-attachments/assets/5cd63373-e806-474f-94ec-6e04963bf90f"/>
+   <img src="https://github.com/user-attachments/assets/5cd63373-e806-474f-94ec-6e04963bf90f"
+        alt="Video2X: A machine learning-based video super resolution and frame interpolation framework."/>
   </br>
   <img src="https://img.shields.io/github/v/release/k4yt3x/video2x?style=flat-square"/>
-   <img src="https://img.shields.io/github/actions/workflow/status/k4yt3x/video2x/build.yml?label=Build&style=flat-square"/>
   <img src="https://img.shields.io/github/downloads/k4yt3x/video2x/total?style=flat-square"/>
   <img src="https://img.shields.io/github/license/k4yt3x/video2x?style=flat-square"/>
+   <img src="https://img.shields.io/github/sponsors/k4yt3x?style=flat-square&link=https%3A%2F%2Fgithub.com%2Fsponsors%2Fk4yt3x"/>
   <img src="https://img.shields.io/badge/dynamic/json?color=%23e85b46&label=Patreon&query=data.attributes.patron_count&suffix=%20patrons&url=https%3A%2F%2Fwww.patreon.com%2Fapi%2Fcampaigns%2F4507807&style=flat-square"/>
 </p>

-> [!IMPORTANT]
-> Versions 4 and 5 have reached end-of-life (EOL) status. Due to limited development resources, issues related to any version earlier than 6 will no longer be addressed.
-
 ## 🌟 Version 6.0.0

-**[Download Windows Installer](https://github.com/k4yt3x/video2x/releases/download/6.0.0/video2x-qt6-windows-amd64-installer.exe)**
+Video2X 6.0.0 highlights:

-**TL;DR: Version 6.0.0 is a complete rewrite of the Video2X project in C/C++, featuring a faster, more efficient architecture, cross-platform support, vastly improved output quality, and a new GUI and installer for easy setup on Windows.**
+- Complete rewrite of the Video2X project in C/C++.
+- Faster and more efficient architecture.
+- Cross-platform support for Windows and Linux.
+- Vastly improved output quality.
+- New GUI and installer for easy setup on Windows.

-![6.0.0-screenshot](https://github.com/user-attachments/assets/7c6f4cd9-2cca-4deb-a886-f9f225962866)
+<details>
+<summary>Click to see more details</summary>

 Version 6.0.0 is a complete rewrite of this project in C/C++. It:

 - genuinely works this time, with much less hassle compared to the 5.0.0 beta;
 - is blazing fast, thanks to the new optimized pipeline and the efficiency of C/C++;
 - is cross-platform, available now for both Windows and Linux;
- offers significantly better output quality with Anime4K v4 and RealESRGAN;
+- offers significantly better output quality with Anime4K v4, RealESRGAN, RealCUGAN, and RIFE;
+- supports two modes: filtering (upscaling) and frame interpolation;
 - supports Anime4K v4 and all custom MPV-compatible GLSL shaders;
- includes support for RealESRGAN (all three models) via ncnn and Vulkan;
- requires zero additional disk space during processing, just space for the final output; and
- exports a standard C function for easy integration into other projects! (documentations are on the way)
+- supports RealESRGAN, RealCUGAN, and RIFE (all models) via ncnn and Vulkan;
+- requires zero additional disk space during processing, just space for the final output.

-Support for RealCUGAN and frame interpolation with RIFE are coming soon.
+</details>

-## [🪟 Download for Windows](https://github.com/k4yt3x/video2x/releases/latest)
+![6.3.0-screenshot](https://github.com/user-attachments/assets/c5442f84-5ffc-4476-915f-a0fc188a2cb3)

-You can download the latest Windows release from the [releases page](https://github.com/k4yt3x/video2x/releases/latest). For basic GUI usage, refer to the [GUI wiki page](https://github.com/k4yt3x/video2x/wiki/GUI). If you're unable to download directly from GitHub, try the [mirror](https://files.k4yt3x.com/Projects/Video2X/latest). The GUI currently supports the following languages:
+## [🪟 Install on Windows](https://docs.video2x.org/installing/windows-qt6.html)
+
+**[Download the Latest Windows Installer Executable (6.3.0)](https://github.com/k4yt3x/video2x/releases/download/6.3.0/video2x-qt6-windows-amd64-installer.exe)**
+
+You can download the latest Windows release on the [releases page](https://github.com/k4yt3x/video2x/releases/latest). For basic GUI usage, refer to the [documentation](https://docs.video2x.org/running/desktop.html). If you're unable to download directly from GitHub, try the [mirror site](https://files.k4yt3x.com/Projects/Video2X). The GUI currently supports the following languages:

 - English (United States)
 - 简体中文（中国）
 - 日本語（日本）
 - Português (Portugal)

-## [🐧 Install on Linux](https://aur.archlinux.org/packages/video2x-git)
+## [🐧 Install on Linux](https://docs.video2x.org/installing/linux.html)

-You can install Video2X on Arch Linux using the [video2x-git](https://aur.archlinux.org/packages/video2x-git) package or download pre-compiled binaries from the [releases page](https://github.com/k4yt3x/video2x/releases/latest). If you'd like to build from source, refer to the [PKGBUILD](packaging/arch/PKGBUILD) file for a general overview of the required packages and commands. If you'd prefer not to compile the program from source, consider using the container image below.
+You can install Video2X on Arch Linux using the [video2x-git](https://aur.archlinux.org/packages/video2x-git) AUR package or on Ubuntu/Debian using the `.deb` package from the [releases page](https://github.com/k4yt3x/video2x/releases/latest). If you'd like to build from source, refer to the [PKGBUILD](packaging/arch/PKGBUILD) file for a general overview of the required packages and commands. If you'd prefer not to compile the program from source, consider using the container image below.

-## [📦 Container Image](https://github.com/k4yt3x/video2x/pkgs/container/video2x)
+## [📦 Container Image](https://docs.video2x.org/running/container.html)

-Video2X container images are available on the GitHub Container Registry for easy deployment on Linux and macOS. If you already have Docker/Podman installed, only one command is needed to start upscaling a video. For more information on how to use Video2X's Docker image, please refer to the [documentations](https://github.com/K4YT3X/video2x/wiki/Container).
+Video2X [container images](https://github.com/k4yt3x/video2x/pkgs/container/video2x) are available on the GitHub Container Registry for easy deployment on Linux and macOS. If you already have Docker/Podman installed, only one command is needed to start upscaling a video. For more information on how to use Video2X's Docker image, please refer to the [documentation](https://docs.video2x.org/running/container.html).

-## [📔 Google Colab](https://colab.research.google.com/drive/1gWEwcA9y57EsxwOjmLNmNMXPsafw0kGo) (Outdated: 5.0.0-beta7)
+## [📔 Google Colab](https://colab.research.google.com/drive/1gWEwcA9y57EsxwOjmLNmNMXPsafw0kGo)

 You can use Video2X on [Google Colab](https://colab.research.google.com/) **for free** if you don't have a powerful GPU of your own. You can borrow a powerful GPU (NVIDIA T4, L4, or A100) on Google's server for free for a maximum of 12 hours per session. **Please use the free resource fairly** and do not create sessions back-to-back and run upscaling 24/7. This might result in you getting banned. You can get [Colab Pro/Pro+](https://colab.research.google.com/signup/pricing) if you'd like to use better GPUs and get longer runtimes. Usage instructions are embedded in the [Colab Notebook](https://colab.research.google.com/drive/1gWEwcA9y57EsxwOjmLNmNMXPsafw0kGo).

 ## [💬 Telegram Discussion Group](https://t.me/video2x)

-Join our Telegram discussion group to ask any questions you have about Video2X, chat directly with the developers, or discuss about super resolution technologies and the future of Video2X in general.
+Join our Telegram discussion group to ask any questions you have about Video2X, chat directly with the developers, or discuss super resolution, frame interpolation technologies, or the future of Video2X in general.

-## [📖 Documentations](https://github.com/k4yt3x/video2x/wiki)
+## [📖 Documentation](https://docs.video2x.org/)

-Video2X's documentations are hosted on this repository's [Wiki page](https://github.com/k4yt3x/video2x/wiki). It includes comprehensive explanations for how to use the [GUI](https://github.com/k4yt3x/video2x/wiki/GUI), the [CLI](https://github.com/k4yt3x/video2x/wiki/CLI), the [container image](https://github.com/K4YT3X/video2x/wiki/Container), the [library](https://github.com/k4yt3x/video2x/wiki/Library), and more. The Wiki is open to edits by the community, so you, yes you, can also correct errors or add new contents to the documentations.
+Comprehensive documentation for Video2X is available at [https://docs.video2x.org/](https://docs.video2x.org/). It offers detailed instructions on how to [build](https://docs.video2x.org/building/index.html), [install](https://docs.video2x.org/installing/index.html), [use](https://docs.video2x.org/running/index.html), and [develop](https://docs.video2x.org/developing/index.html) with this program.

-## Introduction
-
-Video2X is a machine-learning-powered framework for video upscaling and frame interpolation, built around three main components:
-
- [libvideo2x](https://github.com/k4yt3x/video2x/blob/master/src/libvideo2x.cpp): The core C++ library providing upscaling and frame interpolation capabilities.
- [Video2X CLI](https://github.com/k4yt3x/video2x/blob/master/src/video2x.c): A command-line interface that utilizes `libvideo2x` for video processing.
- [Video2X Qt6](https://github.com/k4yt3x/video2x-qt6): A Qt6-based graphical interface that utilizes `libvideo2x` for video processing.
-
-### Video Demos
+## 📽️ Video Demos (Outdated)

 ![Spirited Away Demo](https://user-images.githubusercontent.com/21986859/49412428-65083280-f73a-11e8-8237-bb34158a545e.png)\
 _Upscale demo: Spirited Away's movie trailer_
@@ -95,7 +94,7 @@ The following clip can be used to test if your setup works properly. This is als
 The original clip came from the anime "さくら荘のペットな彼女."\
 Copyright of this clip belongs to 株式会社アニプレックス.

-## License
+## ⚖️ License

 This project is licensed under [GNU AGPL version 3](https://www.gnu.org/licenses/agpl-3.0.txt).\
 Copyright (C) 2018-2024 K4YT3X and [contributors](https://github.com/k4yt3x/video2x/graphs/contributors).
@@ -106,14 +105,16 @@ This project includes or depends on these following projects:

 | Project                                                                               | License         |
 | ------------------------------------------------------------------------------------- | --------------- |
-| [bloc97/Anime4K](https://github.com/bloc97/Anime4K)                                   | MIT License     |
 | [FFmpeg/FFmpeg](https://www.ffmpeg.org/)                                              | LGPLv2.1, GPLv2 |
-| [xinntao/Real-ESRGAN-ncnn-vulkan](https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan) | MIT License     |
 | [Tencent/ncnn](https://github.com/Tencent/ncnn)                                       | BSD 3-Clause    |
+| [bloc97/Anime4K](https://github.com/bloc97/Anime4K)                                   | MIT License     |
+| [nihui/realcugan-ncnn-vulkan](https://github.com/nihui/realcugan-ncnn-vulkan)         | MIT License     |
+| [nihui/rife-ncnn-vulkan](https://github.com/nihui/rife-ncnn-vulkan)                   | MIT License     |
+| [xinntao/Real-ESRGAN-ncnn-vulkan](https://github.com/xinntao/Real-ESRGAN-ncnn-vulkan) | MIT License     |

 More licensing information can be found in the [NOTICE](NOTICE) file.

-## Special Thanks
+## 🌺 Special Thanks

 Special thanks to the following individuals for their significant contributions to the project, listed in alphabetical order.

--- a/SECURITY.md
+++ b/SECURITY.md
@@ -0,0 +1,14 @@
+# Security Policy
+
+## Reporting a Vulnerability
+
+- **Email**: Send vulnerability reports via email to [github@k4yt3x.com](mailto:github@k4yt3x.com).
+- **Details**: Include description, impact, reproduction steps, and proof-of-concept if applicable.
+- **Confidentiality**: Do not disclose vulnerabilities publicly until a fix is released.
+
+## Response Process
+
+1. **Acknowledge**: We will acknowledge receipt within 48 hours.
+2. **Assess**: Initial assessment and response within 7 days.
+3. **Fix**: Develop and release a patch promptly.
+4. **Credit**: Acknowledge contributors unless anonymity is requested.
--- a/docs/book/.gitignore
+++ b/docs/book/.gitignore
@@ -0,0 +1 @@
+book
--- a/docs/book/book.toml
+++ b/docs/book/book.toml
@@ -0,0 +1,11 @@
+[book]
+authors = ["k4yt3x"]
+language = "en"
+multilingual = false
+title = "Video2X Documentation"
+
+[output.html]
+default-theme = "ayu"
+preferred-dark-theme = "ayu"
+git-repository-url = "https://github.com/k4yt3x/video2x"
+edit-url-template = "https://github.com/k4yt3x/video2x/edit/master/docs/book/{path}"
--- a/docs/book/src/README.md
+++ b/docs/book/src/README.md
@@ -0,0 +1,13 @@
+# Introduction
+
+<p align="center">
+   <img src="https://github.com/user-attachments/assets/5cd63373-e806-474f-94ec-6e04963bf90f"/>
+</p>
+
+This site hosts the documentation for the Video2X project, a machine learning-based lossless video super-resolution and frame interpolation framework.
+
+The project's homepage is located on GitHub at: [https://github.com/k4yt3x/video2x](https://github.com/k4yt3x/video2x).
+
+If you have any questions, suggestions, or found any issues in the documentation, please [open an issue](https://github.com/k4yt3x/video2x/issues/new/choose) on GitHub.
+
+> 🚧 Some pages are still under construction.
--- a/docs/book/src/SUMMARY.md
+++ b/docs/book/src/SUMMARY.md
@@ -0,0 +1,35 @@
+# Summary
+
+[Introduction](README.md)
+
+# Building
+
+- [Building](building/README.md)
+  - [Windows](building/windows.md)
+  - [Windows (Qt6)](building/windows-qt6.md)
+  - [Linux](building/linux.md)
+
+# Installing
+
+- [Installing](installing/README.md)
+  - [Windows (Command Line)](installing/windows.md)
+  - [Windows (Qt6 GUI)](installing/windows-qt6.md)
+  - [Linux](installing/linux.md)
+
+# Running
+
+- [Running](running/README.md)
+  - [Desktop](running/desktop.md)]
+  - [Command Line](running/command-line.md)
+  - [Container](running/container.md)
+
+# Developing
+
+- [Developing](developing/README.md)
+  - [Architecture](developing/architecture.md)
+  - [libvideo2x](developing/libvideo2x.md)
+
+# Other
+
+- [Other](other/README.md)
+  - [History](other/history.md)
--- a/docs/book/src/building/README.md
+++ b/docs/book/src/building/README.md
@@ -0,0 +1,3 @@
+# Building
+
+Instructions for building the project.
--- a/docs/book/src/building/linux.md
+++ b/docs/book/src/building/linux.md
@@ -0,0 +1,50 @@
+# Linux
+
+Instructions for building this project on Linux.
+
+## Arch Linux
+
+Arch users can build the latest version of the project from the AUR package `video2x-git`. The project's repository also contains another PKGBUILD example at `packaging/arch/PKGBUILD`.
+
+```bash
+# Build only
+git clone https://aur.archlinux.org/video2x-git.git
+cd video2x-git
+makepkg -s
+```
+
+To build manually from the source, follow the instructions below.
+
+```bash
+# Install build and runtime dependencies
+# See the PKGBUILD file for the list of up-to-date dependencies
+pacman -Sy ffmpeg ncnn vulkan-driver opencv spdlog boost-libs
+pacman -Sy git cmake make clang pkgconf vulkan-headers openmp boost
+
+# Clone the repository
+git clone --recurse-submodules https://github.com/k4yt3x/video2x.git
+cd video2x
+
+# Build the project
+make build
+```
+
+The built binaries will be located in the `build` directory.
+
+## Ubuntu
+
+Ubuntu users can use the `Makefile` to build the project automatically. The `ubuntu2404` and `ubuntu2204` targets are available for Ubuntu 24.04 and 22.04, respectively. `make` will automatically install the required dependencies, build the project, and package it into a `.deb` package file. It is recommended to perform the build in a container to ensure the environment's consistency and to avoid leaving extra build packages on your system.
+
+```bash
+# make needs to be installed manually
+sudo apt-get update && sudo apt-get install make
+
+# Clone the repository
+git clone --recurse-submodules https://github.com/k4yt3x/video2x.git
+cd video2x
+
+# Build the project
+make ubuntu2404
+```
+
+The built `.deb` package will be located under the current directory.
--- a/docs/book/src/building/windows-qt6.md
+++ b/docs/book/src/building/windows-qt6.md
@@ -0,0 +1,55 @@
+# Windows (Qt6)
+
+Instructions for building the Qt6 GUI of this project on Windows.
+
+## 1. Prerequisites
+
+These dependencies must be installed before building the project. This tutorial assumes that Qt6 has been installed to the default location (`C:\Qt`).
+
+- [Visual Studio 2022](https://visualstudio.microsoft.com/vs/)
+  - Workload: Desktop development with C++
+- [winget-cli](https://github.com/microsoft/winget-cli)
+- [Qt6](https://www.qt.io/download)
+  - Component: Qt6 with MSVC 2022 64-bit
+  - Component: Qt Creator
+
+## 1. Clone the Repository
+
+```bash
+# Install Git if not already installed
+winget install -e --id=Git.Git
+
+# Clone the repository
+git clone --recurse-submodules https://github.com/k4yt3x/video2x-qt6.git
+cd video2x-qt6
+```
+
+## 2. Install Dependencies
+
+You need to have the `libvideo2x` shared library built before building the Qt6 GUI. Put the built binaries in `third_party/libvideo2x-shared`.
+
+```bash
+# Versions of manually installed dependencies
+$ffmpegVersion = "7.1"
+
+# Download and extract FFmpeg
+curl -Lo ffmpeg-shared.zip "https://github.com/GyanD/codexffmpeg/releases/download/$ffmpegVersion/ffmpeg-$ffmpegVersion-full_build-shared.zip"
+Expand-Archive -Path ffmpeg-shared.zip -DestinationPath third_party
+Rename-Item -Path "third_party/ffmpeg-$ffmpegVersion-full_build-shared" -NewName ffmpeg-shared
+```
+
+## 3. Build the Project
+
+1. Open the `CMakeLists.txt` file in Qt Creator as the project file.
+2. Click on the hammer icon at the bottom left of the window to build the project.
+3. Built binaries will be located in the `build` directory.
+
+After the build finishes, you will need to copy the Qt6 DLLs and other dependencies to the build directory to run the application. Before you run the following commands, remove everything in the release directory except for `video2x-qt6.exe` and the `.qm` files as they are not required for running the application. Then, run the following command to copy the Qt6 runtime DLLs:
+
+```bash
+C:\Qt\6.8.0\msvc2022_64\bin\windeployqt.exe --release --compiler-runtime .\build\Desktop_Qt_6_8_0_MSVC2022_64bit-Release\video2x-qt6.exe
+```
+
+You will also need to copy the `libvideo2x` shared library to the build directory. Copy all files under `third_party/libvideo2x-shared` to the release directory except for `include`, `libvideo2x.lib`, and `video2x.exe`.
+
+Now you should be able to run the application by double-clicking on `video2x-qt6.exe`.
--- a/docs/book/src/building/windows.md
+++ b/docs/book/src/building/windows.md
@@ -0,0 +1,56 @@
+# Windows
+
+Instructions for building this project on Windows.
+
+## 1. Prerequisites
+
+The following tools must be installed manually:
+
+- [Visual Studio 2022](https://visualstudio.microsoft.com/vs/)
+  - Workload: Desktop development with C++
+- [winget-cli](https://github.com/microsoft/winget-cli)
+
+## 2. Clone the Repository
+
+```bash
+# Install Git if not already installed
+winget install -e --id=Git.Git
+
+# Clone the repository
+git clone --recurse-submodules https://github.com/k4yt3x/video2x.git
+cd video2x
+```
+
+## 3. Install Dependencies
+
+```bash
+# Install CMake
+winget install -e --id=Kitware.CMake
+
+# Install Vulkan SDK
+winget install -e --id=KhronosGroup.VulkanSDK
+
+# Versions of manually installed dependencies
+$ffmpegVersion = "7.1"
+$ncnnVersion = "20240820"
+
+# Download and extract FFmpeg
+curl -Lo ffmpeg-shared.zip "https://github.com/GyanD/codexffmpeg/releases/download/$ffmpegVersion/ffmpeg-$ffmpegVersion-full_build-shared.zip"
+Expand-Archive -Path ffmpeg-shared.zip -DestinationPath third_party
+Rename-Item -Path "third_party/ffmpeg-$ffmpegVersion-full_build-shared" -NewName ffmpeg-shared
+
+# Download and extract ncnn
+curl -Lo ncnn-shared.zip "https://github.com/Tencent/ncnn/releases/download/$ncnnVersion/ncnn-$ncnnVersion-windows-vs2022-shared.zip"
+Expand-Archive -Path ncnn-shared.zip -DestinationPath third_party
+Rename-Item -Path "third_party/ncnn-$ncnnVersion-windows-vs2022-shared" -NewName ncnn-shared
+```
+
+## 4. Build the Project
+
+```bash
+cmake -S . -B build -DUSE_SYSTEM_NCNN=OFF -DUSE_SYSTEM_SPDLOG=OFF -DUSE_SYSTEM_BOOST=OFF `
+  -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=build/libvideo2x-shared
+cmake --build build --config Release --parallel --target install
+```
+
+The built binaries will be located in `build/libvideo2x-shared`.
--- a/docs/book/src/developing/README.md
+++ b/docs/book/src/developing/README.md
@@ -0,0 +1,3 @@
+# Developing
+
+Development-related instructions and guidelines for this project.
--- a/docs/book/src/developing/architecture.md
+++ b/docs/book/src/developing/architecture.md
@@ -0,0 +1,38 @@
+# Architecture
+
+The basic working principals of Video2X and its historical architectures.
+
+## Video2X <=4.0.0 (Legacy)
+
+Below is the earliest architecture of Video2X. It extracts all of the frames from the video using FFmpeg, processes all frames, and stores them into a folder before running FFmpeg again to convert all of the frames back into a video. The drawbacks of this approach are apparent:
+
+- Storing all frames of the video on disk twice requires a huge amount of storage, often hundreds of gigabytes.
+- A lot of disk I/O (reading from/writing to disks) operations occur, which is inefficient. Each step stores its processing results to disk, and the next step has to read them from disk again.
+
+![Video2Xv4](https://github.com/user-attachments/assets/976a93ff-efad-418f-a3e2-272e84db2d74)\
+_Video2X architecture before version 5.0.0_
+
+## Video2X 5.0.0 (Legacy)
+
+Video2X 5.0.0's architecture was designed to address the inefficient disk I/O issues. This version uses frame serving and streamlines the process. All stages are started simultaneously, and frames are passed between stages through stdin/stdout pipes. However, this architecture also has several issues:
+
+- At least two instances of FFmpeg will be started, three in the case of Anime4K.
+- Passing frames through stdin/stdout is unstable. If frame sizes are incorrect, FFmpeg will hang waiting for the next frame.
+- The frames entering and leaving each stage must be RGB24, even if they don't need to be. For instance, if the upscaler used is Anime4K, yuv420p is acceptable, but the frame is first converted by the decoder to RGB24, then converted back into YUV colorspace for libplacebo.
+
+![Video2Xv5](https://github.com/user-attachments/assets/d1f38034-a5d3-4c7e-92bf-a5b30fa9ac72)\
+_Video2X 5.x.x architecture_
+
+## Video2X 6.0.0 (Current)
+
+Video2X 6.0.0 (Current)
+
+The newest version of Video2X's architecture addresses the issues of the previous architecture while improving efficiency.
+
+- Frames are only decoded once and encoded once with FFmpeg's libavformat.
+- Frames are passed as `AVFrame` structs. Their pixel formats are only converted when needed.
+- Frames always stay in RAM, avoiding bottlenecks from disk I/O and pipes.
+- Frames always stay in the hardware (GPU) unless they need to be downloaded to be processed by software (partially implemented).
+
+![Video2Xv6 drawio](https://github.com/user-attachments/assets/c5d5fc3b-8688-4d50-b7c0-3b5d825a8c69)\
+_Video2X 6.0.0 architecture_
--- a/docs/book/src/developing/libvideo2x.md
+++ b/docs/book/src/developing/libvideo2x.md
@@ -0,0 +1,5 @@
+# libvideo2x
+
+Instructions for using libvideo2x's C API in your own projects.
+
+libvideo2x's API is still highly volatile. This document will be updated as the API stabilizes.
--- a/docs/book/src/installing/README.md
+++ b/docs/book/src/installing/README.md
@@ -0,0 +1,3 @@
+# Installing
+
+Instructions for installing this project.
--- a/docs/book/src/installing/linux.md
+++ b/docs/book/src/installing/linux.md
@@ -0,0 +1,19 @@
+# Linux
+
+Instructions for installing this project on Linux systems.
+
+## Arch Linux
+
+Arch users can install the project from the AUR.
+
+```bash
+yay -S video2x-git
+```
+
+## Ubuntu
+
+Ubuntu users can download the `.deb` packages from the [releases page](https://github.com/k4yt3x/video2x/releases/latest). Install the package with the APT package manager:
+
+```bash
+apt-get install ./video2x-linux-ubuntu2404-amd64.deb
+```
--- a/docs/book/src/installing/windows-qt6.md
+++ b/docs/book/src/installing/windows-qt6.md
@@ -0,0 +1,7 @@
+# Windows (Qt6)
+
+You can download the installer for Video2X Qt6 from the [releases page](https://github.com/k4yt3x/video2x/releases/latest). The installer file's name is `video2x-qt6-windows-amd64-installer.exe`.
+
+Download then double-click the installer to start the installation process. The installer will guide you through the installation process. You can choose the installation directory and whether to create a desktop shortcut during the installation.
+
+After the installation is complete, you can start Video2X Qt6 by double-clicking the desktop shortcut.
--- a/docs/book/src/installing/windows.md
+++ b/docs/book/src/installing/windows.md
@@ -0,0 +1,12 @@
+# Windows
+
+You can download the latest version of the Windows build from the [releases page](https://github.com/k4yt3x/video2x/releases/latest). Here are the steps to download and install the pre-built binaries to `%LOCALAPPDATA%\Programs`.
+
+```bash
+$latestTag = (Invoke-RestMethod -Uri https://api.github.com/repos/k4yt3x/video2x/releases/latest).tag_name
+curl -LO "https://github.com/k4yt3x/video2x/releases/download/$latestTag/video2x-windows-amd64.zip"
+New-Item -Path "$env:LOCALAPPDATA\Programs\video2x" -ItemType Directory -Force
+Expand-Archive -Path .\video2x-windows-amd64.zip -DestinationPath "$env:LOCALAPPDATA\Programs\video2x"
+```
+
+You can then add `%LOCALAPPDATA%\Programs\video2x` to your `PATH` environment variable to run `video2x` from the command line.
--- a/docs/book/src/other/README.md
+++ b/docs/book/src/other/README.md
@@ -0,0 +1 @@
+# Other
--- a/docs/book/src/other/history.md
+++ b/docs/book/src/other/history.md
@@ -0,0 +1,47 @@
+# History
+
+Video2X came a long way from its original concepts to what it has become today. It started as a simple concept of "waifu2x can upscale images, and a video is just a sequence of images". Then, a PoC was made which can barely upscale a single video with waifu2x-caffe and with fixed settings. Now, Video2X has become a comprehensive and customizable video upscaling tool with a nice GUI and a community around it. This article documents in detail how Video2X's concept was born, and what happened during its development.
+
+## Origin
+
+The story started with me watching Bad Apple!!'s PV in early 2017. The original PV has a size of `512x384`, which is quite small and thus, quite blurry.
+
+![vlcsnap-2020-05-15-20h41m36s060](https://user-images.githubusercontent.com/21986859/82106016-08ba8800-970e-11ea-85b5-d1b57d34e283.png)\
+_A screenshot of the original Bad Apple!! PV_
+
+Around the same time, I was introduced to this amazing project named waifu2x, which upscales (mostly anime) images using machine learning. This created a spark in my head: **if images can be upscaled, aren't videos just a sequence of images?** Then, I started making a proof-of-concept by manually extracting all frames from the original PV using FFmpeg, putting them through waifu2x-caffe, and assembling the frames back into a video again using FFmpeg. This was how the ["4K BadApple!! waifu2x Lossless Upscaled"](https://www.youtube.com/watch?v=FiX7ygnbAHw) video was created.
+
+![4K BadApple waifu2x](https://img.youtube.com/vi/FiX7ygnbAHw/maxresdefault.jpg)\
+_Thumbnail of the "4K BadApple!! waifu2x Lossless Upscaled" video_
+
+After this experiment completed successfully, I started thinking about making an automation pipeline, where this manual process will be streamlined, and each of the steps will be handled automatically.
+
+## Proof-of-Concept
+
+When I signed up for Hack the Valley II in late 2017, I didn't know what I was going to make during that hackathon. Our team sat down and thought about what to make for around an hour, but no one came up with anything interesting. All of a sudden, I remembered, "Hey, isn't there a PoC I wanted to make? How about making that our hackathon project?" I then temporarily name the project Video2X, following waifu2x's scheme. Video2X was then born.
+
+I originally wanted to write Video2X for Linux, but it's too complicated to get the original [nagadomi/waifu2x](https://github.com/nagadomi/waifu2x)'s version of waifu2x running, so waifu2x-caffe written for Windows was used to save time. This is why the first version of Video2X only supports Windows, and can only use waifu2x-caffe as its upscaling driver.
+
+![the first commit of Video2X](https://user-images.githubusercontent.com/21986859/82105271-fcccc700-9709-11ea-8861-b22b807f885f.png)\
+_video2x.py file in the first version of Video2X_
+
+At the end of the hackathon, we managed to make a [sample comparison video](https://www.youtube.com/watch?v=mGEfasQl2Zo) based on [Spirited Away's official trailer](https://www.youtube.com/watch?v=ByXuk9QqQkk). This video was then published on YouTube and is the same demo video showcased in Video2X's repository. The original link was at [https://www.youtube.com/watch?v=PG94iPoeoZk](https://www.youtube.com/watch?v=PG94iPoeoZk), but it has been moved lately to another account under K4YT3X's name.
+
+![Spirited Away Demo](https://user-images.githubusercontent.com/21986859/49412428-65083280-f73a-11e8-8237-bb34158a545e.png)\
+_Upscale Comparison Demonstration_
+
+When we demoed this project, there wasn't so much interest expressed by the judges. We were, however, suggested to pitch our project to Adobe. That didn't end up going anywhere, either. Like most of the other projects in a hackathon, this project didn't win any awards, and just almost vanished after the hackathon was over.
+
+<!--![Hack the Valley II](https://files.k4yt3x.com/Resources/Images/htv2_team_photo.png)\-->
+
+_[Image Removed]_\
+_Our team in Hack the Valley II. You can see Video2X's demo video on the computer screens. Image blurred for privacy._
+
+## Video2X 2.0
+
+Roughly three months after the hackathon, I came back to this project and decided it was worth continuing. Although not many people in the hackathon found this project interesting or useful, I saw value in this project. This was further reinforced by the stars I've received in the project's repository.
+
+I continued working on enhancing Video2X and fixing bugs, and Video2X 2.0 was released. The original version of Video2X was only made as a proof-of-concept for the hackathon. A lot of the usability and convenience aspects are ignored in exchange for development speed. The 2.0 version addressed a lot of these issues and made Video2X usable for regular users. Video2X has then also been converted from a hackathon project to a personal open-source project.
+
+![screenshot of Video2X 2.0](https://user-images.githubusercontent.com/21986859/40265170-39c0caae-5b01-11e8-8371-8b6c24769639.png)\
+_Screenshot of Video2X 2.0_
--- a/docs/book/src/running/README.md
+++ b/docs/book/src/running/README.md
@@ -0,0 +1,3 @@
+# Running
+
+Instructions for running and using this project.
--- a/docs/book/src/running/command-line.md
+++ b/docs/book/src/running/command-line.md
@@ -0,0 +1,49 @@
+# Command Line
+
+Instructions for running Video2X from the command line.
+
+This page does not cover all the options available. For help with more options available, run Video2X with the `--help` argument.
+
+## Basics
+
+Use the following command to upscale a video by 4x with RealESRGAN:
+
+```bash
+video2x -i input.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```
+
+Use the following command to upscale a video to with libplacebo + Anime4Kv4 Mode A+A:
+
+```bash
+video2x -i input.mp4 -o output.mp4 -f libplacebo -s anime4k-v4-a+a -w 3840 -h 2160
+```
+
+## Advanced
+
+It is possible to specify custom MPV-compatible GLSL shader files with the `--shader, -s` argument:
+
+```bash
+video2x -i input.mp4 -o output.mp4 -f libplacebo -s path/to/custom/shader.glsl -w 3840 -h 2160
+```
+
+List the available GPUs with `--list-gpus, -l`:
+
+```bash
+$video2x --list-gpus
+0. NVIDIA RTX A6000
+        Type: Discrete GPU
+        Vulkan API Version: 1.3.289
+        Driver Version: 565.228.64
+```
+
+Select which GPU to use with the `--gpu, -g` argument:
+
+```bash
+video2x -i input.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3 -g 1
+```
+
+Specify arbitrary extra FFmepg encoder options with the `--extra-encoder-options, -e` argument:
+
+```bash
+video2x -i input.mkv -o output.mkv -f realesrgan -m realesrgan-plus -r 4 -c libx264rgb -e crf=17 -e preset=veryslow -e tune=film
+```
--- a/docs/book/src/running/container.md
+++ b/docs/book/src/running/container.md
@@ -0,0 +1,57 @@
+# Container
+
+Instructions for running the Video2X container.
+
+## Prerequisites
+
+- Docker, Podman, or another OCI-compatible runtime
+- A GPU that supports the Vulkan API
+  - Check the [Vulkan Hardware Database](https://vulkan.gpuinfo.org/) to see if your GPU supports Vulkan
+
+## Upscaling a Video
+
+This section documents how to upscale a video. Replace `$TAG` with an appropriate container tag. A list of available tags can be found [here](https://github.com/k4yt3x/video2x/pkgs/container/video2x) (e.g., `6.1.1`).
+
+### AMD GPUs
+
+Make sure your host has the proper GPU and Vulkan libraries and drivers, then use the following command to launch the container:
+
+```shell
+docker run --gpus all -it --rm -v $PWD/data:/host ghcr.io/k4yt3x/video2x:$TAG -i standard-test.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```
+
+### NVIDIA GPUs
+
+In addition to installing the proper drivers on your host, `nvidia-docker2` (NVIDIA Container Toolkit) must also be installed on the host to use NVIDIA GPUs in containers. Below are instructions for how to install it on some popular Linux distributions:
+
+- Debian/Ubuntu
+  - Follow the [official guide](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html#setting-up-nvidia-container-toolkit) to install `nvidia-docker2`
+- Arch/Manjaro
+  - Install `nvidia-container-toolkit` from the AUR
+  - E.g., `yay -S nvidia-container-toolkit`
+
+Once all the prerequisites are installed, you can launch the container:
+
+```shell
+docker run --gpus all -it --rm -v $PWD:/host ghcr.io/k4yt3x/video2x:$TAG -i standard-test.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```
+
+Depending on the version of your nvidia-docker and some other mysterious factors, you can also try setting `no-cgroups = true` in `/etc/nvidia-container-runtime/config.toml` and adding the NVIDIA devices into the container if the command above doesn't work:
+
+```shell
+docker run --gpus all --device=/dev/nvidia0 --device=/dev/nvidiactl --runtime nvidia -it --rm -v $PWD:/host ghcr.io/k4yt3x/video2x:$TAG -i standard-test.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```
+
+If you are still getting a `vkEnumeratePhysicalDevices failed -3` error at this point, try adding the `--privileged` flag to give the container the same level of permissions as the host:
+
+```shell
+docker run --gpus all --privileged -it --rm -v $PWD:/host ghcr.io/k4yt3x/video2x:$TAG -i standard-test.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```
+
+### Intel GPUs
+
+Similar to NVIDIA GPUs, you can add `--gpus all` or `--device /dev/dri` to pass the GPU into the container. Adding `--privileged` might help with the performance (thanks @NukeninDark).
+
+```shell
+docker run --gpus all --privileged -it --rm -v $PWD:/host ghcr.io/k4yt3x/video2x:$TAG -i standard-test.mp4 -o output.mp4 -f realesrgan -r 4 -m realesr-animevideov3
+```
--- a/docs/book/src/running/desktop.md
+++ b/docs/book/src/running/desktop.md
@@ -0,0 +1,3 @@
+# Desktop
+
+TODO.
--- a/include/libvideo2x/avutils.h
+++ b/include/libvideo2x/avutils.h
@@ -0,0 +1,25 @@
+#pragma once
+
+extern "C" {
+#include <libavformat/avformat.h>
+}
+
+namespace video2x {
+namespace avutils {
+
+AVRational get_video_frame_rate(AVFormatContext *ifmt_ctx, int in_vstream_idx);
+
+int64_t get_video_frame_count(AVFormatContext *ifmt_ctx, int in_vstream_idx);
+
+AVPixelFormat get_encoder_default_pix_fmt(const AVCodec *encoder, AVPixelFormat target_pix_fmt);
+
+float get_frame_diff(AVFrame *frame1, AVFrame *frame2);
+
+void av_bufferref_deleter(AVBufferRef *bufferref);
+
+void av_frame_deleter(AVFrame *frame);
+
+void av_packet_deleter(AVPacket *packet);
+
+}  // namespace avutils
+}  // namespace video2x
--- a/include/libvideo2x/char_defs.h
+++ b/include/libvideo2x/char_defs.h
@@ -1,22 +0,0 @@
-#ifndef CHAR_DEFS_H
-#define CHAR_DEFS_H
-
-#ifdef _WIN32
-typedef wchar_t CharType;
-#define STR(x) L##x
-#else
-typedef char CharType;
-#define STR(x) x
-#endif
-
-#ifdef __cplusplus
-#include <string>
-
-#ifdef _WIN32
-typedef std::wstring StringType;
-#else
-typedef std::string StringType;
-#endif
-
-#endif  // __cplusplus
-#endif  // CHAR_DEFS_H
--- a/include/libvideo2x/conversions.h
+++ b/include/libvideo2x/conversions.h
@@ -1,5 +1,4 @@
-#ifndef CONVERSIONS_H
-#define CONVERSIONS_H
+#pragma once

 extern "C" {
 #include <libavutil/frame.h>
@@ -8,6 +7,9 @@ extern "C" {

 #include <mat.h>

+namespace video2x {
+namespace conversions {
+
 // Convert AVFrame to another pixel format
 AVFrame *convert_avframe_pix_fmt(AVFrame *src_frame, AVPixelFormat pix_fmt);

@@ -17,4 +19,5 @@ ncnn::Mat avframe_to_ncnn_mat(AVFrame *frame);
 // Convert ncnn::Mat to AVFrame
 AVFrame *ncnn_mat_to_avframe(const ncnn::Mat &mat, AVPixelFormat pix_fmt);

-#endif  // CONVERSIONS_H
+}  // namespace conversions
+}  // namespace video2x
--- a/include/libvideo2x/decoder.h
+++ b/include/libvideo2x/decoder.h
@@ -1,5 +1,4 @@
-#ifndef DECODER_H
-#define DECODER_H
+#pragma once

 #include <filesystem>

@@ -8,13 +7,28 @@ extern "C" {
 #include <libavformat/avformat.h>
 }

-int init_decoder(
-    AVHWDeviceType hw_type,
-    AVBufferRef *hw_ctx,
-    std::filesystem::path in_fpath,
-    AVFormatContext **fmt_ctx,
-    AVCodecContext **dec_ctx,
-    int *vstream_idx
-);
+namespace video2x {
+namespace decoder {

-#endif  // DECODER_H
+class Decoder {
+   public:
+    Decoder();
+    ~Decoder();
+
+    int init(AVHWDeviceType hw_type, AVBufferRef *hw_ctx, const std::filesystem::path &in_fpath);
+
+    AVFormatContext *get_format_context() const;
+    AVCodecContext *get_codec_context() const;
+    int get_video_stream_index() const;
+
+   private:
+    static AVPixelFormat hw_pix_fmt_;
+    static AVPixelFormat get_hw_format(AVCodecContext *ctx, const AVPixelFormat *pix_fmts);
+
+    AVFormatContext *fmt_ctx_;
+    AVCodecContext *dec_ctx_;
+    int in_vstream_idx_;
+};
+
+}  // namespace decoder
+}  // namespace video2x
--- a/include/libvideo2x/encoder.h
+++ b/include/libvideo2x/encoder.h
@@ -1,35 +1,84 @@
-#ifndef ENCODER_H
-#define ENCODER_H
+#pragma once

+#include <cstdint>
 #include <filesystem>
+#include <vector>

 extern "C" {
 #include <libavcodec/avcodec.h>
 #include <libavformat/avformat.h>
-#include <libavutil/opt.h>
+#include <libavutil/pixdesc.h>
 }

-#include "libvideo2x.h"
+#include "fsutils.h"

-int init_encoder(
-    AVBufferRef *hw_ctx,
-    std::filesystem::path out_fpath,
-    AVFormatContext *ifmt_ctx,
-    AVFormatContext **ofmt_ctx,
-    AVCodecContext **enc_ctx,
-    AVCodecContext *dec_ctx,
-    EncoderConfig *encoder_config,
-    int vstream_idx,
-    int **stream_map
-);
+namespace video2x {
+namespace encoder {

-int write_frame(
-    AVFrame *frame,
-    AVCodecContext *enc_ctx,
-    AVFormatContext *ofmt_ctx,
-    int vstream_idx
-);
+// Encoder configurations
+struct EncoderConfig {
+    // Non-AVCodecContext options
+    AVCodecID codec = AV_CODEC_ID_NONE;
+    bool copy_streams = true;

-int flush_encoder(AVCodecContext *enc_ctx, AVFormatContext *ofmt_ctx);
+    // Basic video options
+    AVPixelFormat pix_fmt = AV_PIX_FMT_NONE;

-#endif  // ENCODER_H
+    // Rate control and compression
+    int64_t bit_rate = 0;
+    int rc_buffer_size = 0;
+    int rc_min_rate = 0;
+    int rc_max_rate = 0;
+    int qmin = -1;
+    int qmax = -1;
+
+    // GOP and frame structure
+    int gop_size = -1;
+    int max_b_frames = -1;
+    int keyint_min = -1;
+    int refs = -1;
+
+    // Performance and threading
+    int thread_count = 0;
+
+    // Latency and buffering
+    int delay = -1;
+
+    // Extra AVOptions
+    std::vector<std::pair<fsutils::StringType, fsutils::StringType>> extra_opts;
+};
+
+class Encoder {
+   public:
+    Encoder();
+    ~Encoder();
+
+    int init(
+        AVBufferRef *hw_ctx,
+        const std::filesystem::path &out_fpath,
+        AVFormatContext *ifmt_ctx,
+        AVCodecContext *dec_ctx,
+        EncoderConfig &enc_cfg,
+        int width,
+        int height,
+        int frm_rate_mul,
+        int in_vstream_idx
+    );
+
+    int write_frame(AVFrame *frame, int64_t frame_idx);
+    int flush();
+
+    AVCodecContext *get_encoder_context() const;
+    AVFormatContext *get_format_context() const;
+    int *get_stream_map() const;
+    int get_output_video_stream_index() const;
+
+   private:
+    AVFormatContext *ofmt_ctx_;
+    AVCodecContext *enc_ctx_;
+    int out_vstream_idx_;
+    int *stream_map_;
+};
+
+}  // namespace encoder
+}  // namespace video2x
--- a/include/libvideo2x/filter.h
+++ b/include/libvideo2x/filter.h
@@ -1,21 +0,0 @@
-#ifndef FILTER_H
-#define FILTER_H
-
-#include <vector>
-
-extern "C" {
-#include <libavcodec/avcodec.h>
-#include <libavfilter/avfilter.h>
-#include <libavutil/buffer.h>
-}
-
-// Abstract base class for filters
-class Filter {
-   public:
-    virtual ~Filter() = default;
-    virtual int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) = 0;
-    virtual int process_frame(AVFrame *in_frame, AVFrame **out_frame) = 0;
-    virtual int flush(std::vector<AVFrame *> &_) { return 0; }
-};
-
-#endif  // FILTER_H
--- a/include/libvideo2x/filter_libplacebo.h
+++ b/include/libvideo2x/filter_libplacebo.h
@@ -0,0 +1,64 @@
+#pragma once
+
+#include <filesystem>
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+#include <libavfilter/buffersink.h>
+#include <libavfilter/buffersrc.h>
+}
+
+#include "processor.h"
+
+namespace video2x {
+namespace processors {
+
+// FilterLibplacebo class definition
+class FilterLibplacebo : public Filter {
+   public:
+    // Constructor
+    FilterLibplacebo(
+        uint32_t vk_device_index,
+        const std::filesystem::path &shader_path,
+        int width,
+        int height
+    );
+
+    // Destructor
+    virtual ~FilterLibplacebo() override;
+
+    // Initializes the filter with decoder and encoder contexts
+    int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) override;
+
+    // Processes an input frame and returns the processed frame
+    int filter(AVFrame *in_frame, AVFrame **out_frame) override;
+
+    // Flushes any remaining frames
+    int flush(std::vector<AVFrame *> &flushed_frames) override;
+
+    // Returns the filter's type
+    ProcessorType get_processor_type() const override { return ProcessorType::Libplacebo; }
+
+    // Returns the filter's output dimensions
+    void get_output_dimensions(
+        const ProcessorConfig &proc_cfg,
+        int in_width,
+        int in_height,
+        int &out_width,
+        int &out_height
+    ) const override;
+
+   private:
+    AVFilterGraph *filter_graph_;
+    AVFilterContext *buffersrc_ctx_;
+    AVFilterContext *buffersink_ctx_;
+    uint32_t vk_device_index_;
+    const std::filesystem::path shader_path_;
+    int width_;
+    int height_;
+    AVRational in_time_base_;
+    AVRational out_time_base_;
+};
+
+}  // namespace processors
+}  // namespace video2x
--- a/include/libvideo2x/filter_realcugan.h
+++ b/include/libvideo2x/filter_realcugan.h
@@ -0,0 +1,63 @@
+#pragma once
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+}
+
+#include "processor.h"
+#include "realcugan.h"
+
+namespace video2x {
+namespace processors {
+
+// FilterRealcugan class definition
+class FilterRealcugan : public Filter {
+   public:
+    // Constructor
+    FilterRealcugan(
+        int gpuid = 0,
+        bool tta_mode = false,
+        int scaling_factor = 4,
+        int noise_level = -1,
+        int num_threads = 1,
+        int syncgap = 3,
+        const fsutils::StringType model_name = STR("models-pro")
+    );
+
+    // Destructor
+    virtual ~FilterRealcugan() override;
+
+    // Initializes the filter with decoder and encoder contexts
+    int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) override;
+
+    // Processes an input frame and returns the processed frame
+    int filter(AVFrame *in_frame, AVFrame **out_frame) override;
+
+    // Returns the filter's type
+    ProcessorType get_processor_type() const override { return ProcessorType::RealCUGAN; }
+
+    // Returns the filter's output dimensions
+    void get_output_dimensions(
+        const ProcessorConfig &proc_cfg,
+        int in_width,
+        int in_height,
+        int &out_width,
+        int &out_height
+    ) const override;
+
+   private:
+    RealCUGAN *realcugan_;
+    int gpuid_;
+    bool tta_mode_;
+    int scaling_factor_;
+    int noise_level_;
+    int num_threads_;
+    int syncgap_;
+    const fsutils::StringType model_name_;
+    AVRational in_time_base_;
+    AVRational out_time_base_;
+    AVPixelFormat out_pix_fmt_;
+};
+
+}  // namespace processors
+}  // namespace video2x
--- a/include/libvideo2x/filter_realesrgan.h
+++ b/include/libvideo2x/filter_realesrgan.h
@@ -0,0 +1,57 @@
+#pragma once
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+}
+
+#include "processor.h"
+#include "realesrgan.h"
+
+namespace video2x {
+namespace processors {
+
+// FilterRealesrgan class definition
+class FilterRealesrgan : public Filter {
+   public:
+    // Constructor
+    FilterRealesrgan(
+        int gpuid = 0,
+        bool tta_mode = false,
+        int scaling_factor = 4,
+        const fsutils::StringType model_name = STR("realesr-animevideov3")
+    );
+
+    // Destructor
+    virtual ~FilterRealesrgan() override;
+
+    // Initializes the filter with decoder and encoder contexts
+    int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) override;
+
+    // Processes an input frame and returns the processed frame
+    int filter(AVFrame *in_frame, AVFrame **out_frame) override;
+
+    // Returns the filter's type
+    ProcessorType get_processor_type() const override { return ProcessorType::RealESRGAN; }
+
+    // Returns the filter's output dimensions
+    void get_output_dimensions(
+        const ProcessorConfig &proc_cfg,
+        int in_width,
+        int in_height,
+        int &out_width,
+        int &out_height
+    ) const override;
+
+   private:
+    RealESRGAN *realesrgan_;
+    int gpuid_;
+    bool tta_mode_;
+    int scaling_factor_;
+    const fsutils::StringType model_name_;
+    AVRational in_time_base_;
+    AVRational out_time_base_;
+    AVPixelFormat out_pix_fmt_;
+};
+
+}  // namespace processors
+}  // namespace video2x
--- a/include/libvideo2x/fsutils.h
+++ b/include/libvideo2x/fsutils.h
@@ -1,10 +1,24 @@
-#ifndef FSUTILS_H
-#define FSUTILS_H
+#pragma once

 #include <filesystem>
 #include <string>

-#include "char_defs.h"
+namespace video2x {
+namespace fsutils {
+
+#ifdef _WIN32
+typedef wchar_t CharType;
+#define STR(x) L##x
+#else
+typedef char CharType;
+#define STR(x) x
+#endif
+
+#ifdef _WIN32
+typedef std::wstring StringType;
+#else
+typedef std::string StringType;
+#endif

 bool filepath_is_readable(const std::filesystem::path &path);

@@ -12,8 +26,11 @@ std::filesystem::path find_resource_file(const std::filesystem::path &path);

 std::string path_to_u8string(const std::filesystem::path &path);

-StringType path_to_string_type(const std::filesystem::path &path);
+std::string wstring_to_u8string(const fsutils::StringType &wstr);

-StringType to_string_type(int value);
+fsutils::StringType path_to_string_type(const std::filesystem::path &path);

-#endif  // FSUTILS_H
+fsutils::StringType to_string_type(int value);
+
+}  // namespace fsutils
+}  // namespace video2x
--- a/include/libvideo2x/interpolator_rife.h
+++ b/include/libvideo2x/interpolator_rife.h
@@ -0,0 +1,62 @@
+#pragma once
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+}
+
+#include "processor.h"
+#include "rife.h"
+
+namespace video2x {
+namespace processors {
+
+// InterpolatorRIFE class definition
+class InterpolatorRIFE : public Interpolator {
+   public:
+    // Constructor
+    InterpolatorRIFE(
+        int gpuid = 0,
+        bool tta_mode = false,
+        bool tta_temporal_mode = false,
+        bool uhd_mode = false,
+        int num_threads = 1,
+        const fsutils::StringType model_name = STR("rife-v4.6")
+    );
+
+    // Destructor
+    virtual ~InterpolatorRIFE() override;
+
+    // Initializes the interpolator with decoder and encoder contexts
+    int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) override;
+
+    // Processes an input frame and returns the processed frame
+    int interpolate(AVFrame *prev_frame, AVFrame *in_frame, AVFrame **out_frame, float time_step)
+        override;
+
+    // Returns the interpolator's type
+    ProcessorType get_processor_type() const override { return ProcessorType::RIFE; }
+
+    // Returns the interpolator's output dimensions
+    void get_output_dimensions(
+        const ProcessorConfig &proc_cfg,
+        int in_width,
+        int in_height,
+        int &out_width,
+        int &out_height
+    ) const override;
+
+   private:
+    RIFE *rife_;
+    int gpuid_;
+    bool tta_mode_;
+    bool tta_temporal_mode_;
+    bool uhd_mode_;
+    int num_threads_;
+    const fsutils::StringType model_name_;
+    AVRational in_time_base_;
+    AVRational out_time_base_;
+    AVPixelFormat out_pix_fmt_;
+};
+
+}  // namespace processors
+}  // namespace video2x
--- a/include/libvideo2x/libplacebo.h
+++ b/include/libvideo2x/libplacebo.h
@@ -1,5 +1,4 @@
-#ifndef PLACEBO_H
-#define PLACEBO_H
+#pragma once

 #include <filesystem>

@@ -8,6 +7,9 @@ extern "C" {
 #include <libavfilter/avfilter.h>
 }

+namespace video2x {
+namespace processors {
+
 int init_libplacebo(
    AVFilterGraph **filter_graph,
    AVFilterContext **buffersrc_ctx,
@@ -19,4 +21,5 @@ int init_libplacebo(
    const std::filesystem::path &shader_path
 );

-#endif  // PLACEBO_H
+}  // namespace processors
+}  // namespace video2x
--- a/include/libvideo2x/libplacebo_filter.h
+++ b/include/libvideo2x/libplacebo_filter.h
@@ -1,49 +0,0 @@
-#ifndef LIBPLACEBO_FILTER_H
-#define LIBPLACEBO_FILTER_H
-
-#include <filesystem>
-
-extern "C" {
-#include <libavcodec/avcodec.h>
-#include <libavfilter/buffersink.h>
-#include <libavfilter/buffersrc.h>
-}
-
-#include "filter.h"
-
-// LibplaceboFilter class definition
-class LibplaceboFilter : public Filter {
-   private:
-    AVFilterGraph *filter_graph;
-    AVFilterContext *buffersrc_ctx;
-    AVFilterContext *buffersink_ctx;
-    uint32_t vk_device_index;
-    const std::filesystem::path shader_path;
-    int out_width;
-    int out_height;
-    AVRational in_time_base;
-    AVRational out_time_base;
-
-   public:
-    // Constructor
-    LibplaceboFilter(
-        uint32_t vk_device_index,
-        const std::filesystem::path &shader_path,
-        int width,
-        int height
-    );
-
-    // Destructor
-    virtual ~LibplaceboFilter() override;
-
-    // Initializes the filter with decoder and encoder contexts
-    int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) override;
-
-    // Processes an input frame and returns the processed frame
-    int process_frame(AVFrame *in_frame, AVFrame **out_frame) override;
-
-    // Flushes any remaining frames
-    int flush(std::vector<AVFrame *> &flushed_frames) override;
-};
-
-#endif  // LIBPLACEBO_FILTER_H
--- a/include/libvideo2x/libvideo2x.h
+++ b/include/libvideo2x/libvideo2x.h
@@ -1,125 +1,94 @@
-#ifndef LIBVIDEO2X_H
-#define LIBVIDEO2X_H
+#pragma once

-#include <stdbool.h>
-#include <stdint.h>
-#include <time.h>
+#include <atomic>
+#include <cstdint>
+#include <memory>

-#ifdef __cplusplus
 extern "C" {
-#endif
 #include <libavcodec/avcodec.h>
 #include <libavformat/avformat.h>
-#ifdef __cplusplus
 }
-#endif

-#include "char_defs.h"
+#include "avutils.h"
+#include "decoder.h"
+#include "encoder.h"
+#include "libvideo2x_export.h"
+#include "processor.h"

-#ifdef _WIN32
-#ifdef LIBVIDEO2X_EXPORTS
-#define LIBVIDEO2X_API __declspec(dllexport)
-#else
-#define LIBVIDEO2X_API __declspec(dllimport)
-#endif
-#else
-#define LIBVIDEO2X_API
-#endif
+namespace video2x {

-#ifdef __cplusplus
-extern "C" {
-#endif
-
-// Enum to specify filter type
-enum FilterType {
-    FILTER_LIBPLACEBO,
-    FILTER_REALESRGAN
+enum class VideoProcessorState {
+    Idle,
+    Running,
+    Paused,
+    Failed,
+    Aborted,
+    Completed
 };

-// Enum to specify log level
-enum Libvideo2xLogLevel {
-    LIBVIDEO2X_LOG_LEVEL_TRACE,
-    LIBVIDEO2X_LOG_LEVEL_DEBUG,
-    LIBVIDEO2X_LOG_LEVEL_INFO,
-    LIBVIDEO2X_LOG_LEVEL_WARNING,
-    LIBVIDEO2X_LOG_LEVEL_ERROR,
-    LIBVIDEO2X_LOG_LEVEL_CRITICAL,
-    LIBVIDEO2X_LOG_LEVEL_OFF
+class LIBVIDEO2X_API VideoProcessor {
+   public:
+    VideoProcessor(
+        const processors::ProcessorConfig proc_cfg,
+        const encoder::EncoderConfig enc_cfg,
+        const uint32_t vk_device_idx = 0,
+        const AVHWDeviceType hw_device_type = AV_HWDEVICE_TYPE_NONE,
+        const bool benchmark = false
+    );
+
+    virtual ~VideoProcessor() = default;
+
+    [[nodiscard]] int
+    process(const std::filesystem::path in_fname, const std::filesystem::path out_fname);
+
+    void pause() { state_.store(VideoProcessorState::Paused); }
+    void resume() { state_.store(VideoProcessorState::Running); }
+    void abort() { state_.store(VideoProcessorState::Aborted); }
+
+    VideoProcessorState get_state() const { return state_.load(); }
+    int64_t get_processed_frames() const { return frame_idx_.load(); }
+    int64_t get_total_frames() const { return total_frames_.load(); }
+
+   private:
+    [[nodiscard]] int process_frames(
+        decoder::Decoder &decoder,
+        encoder::Encoder &encoder,
+        std::unique_ptr<processors::Processor> &processor
+    );
+
+    [[nodiscard]] int write_frame(AVFrame *frame, encoder::Encoder &encoder);
+
+    [[nodiscard]] inline int write_raw_packet(
+        AVPacket *packet,
+        AVFormatContext *ifmt_ctx,
+        AVFormatContext *ofmt_ctx,
+        int *stream_map
+    );
+
+    [[nodiscard]] inline int process_filtering(
+        std::unique_ptr<processors::Processor> &processor,
+        encoder::Encoder &encoder,
+        AVFrame *frame,
+        AVFrame *proc_frame
+    );
+
+    [[nodiscard]] inline int process_interpolation(
+        std::unique_ptr<processors::Processor> &processor,
+        encoder::Encoder &encoder,
+        std::unique_ptr<AVFrame, decltype(&avutils::av_frame_deleter)> &prev_frame,
+        AVFrame *frame,
+        AVFrame *proc_frame
+    );
+
+    processors::ProcessorConfig proc_cfg_;
+    encoder::EncoderConfig enc_cfg_;
+    uint32_t vk_device_idx_ = 0;
+    AVHWDeviceType hw_device_type_ = AV_HWDEVICE_TYPE_NONE;
+    bool benchmark_ = false;
+
+    std::atomic<VideoProcessorState> state_ = VideoProcessorState::Idle;
+    std::atomic<int64_t> frame_idx_ = 0;
+    std::atomic<int64_t> total_frames_ = 0;
 };

-// Configuration for Libplacebo filter
-struct LibplaceboConfig {
-    int out_width;
-    int out_height;
-    const CharType *shader_path;
-};
-
-// Configuration for RealESRGAN filter
-struct RealESRGANConfig {
-    bool tta_mode;
-    int scaling_factor;
-    const CharType *model_name;
-};
-
-// Unified filter configuration
-struct FilterConfig {
-    enum FilterType filter_type;
-    union {
-        struct LibplaceboConfig libplacebo;
-        struct RealESRGANConfig realesrgan;
-    } config;
-};
-
-// Encoder configuration
-struct EncoderConfig {
-    int out_width;
-    int out_height;
-    bool copy_streams;
-    enum AVCodecID codec;
-    enum AVPixelFormat pix_fmt;
-    const char *preset;
-    int64_t bit_rate;
-    float crf;
-};
-
-// Video processing context
-struct VideoProcessingContext {
-    int64_t processed_frames;
-    int64_t total_frames;
-    time_t start_time;
-    bool pause;
-    bool abort;
-    bool completed;
-};
-
-/**
- * @brief Process a video file using the selected filter and encoder settings.
- *
- * @param[in] in_fname Path to the input video file
- * @param[in] out_fname Path to the output video file
- * @param[in] log_level Log level
- * @param[in] benchmark Flag to enable benchmarking mode
- * @param[in] vk_device_index Vulkan device index
- * @param[in] hw_type Hardware device type
- * @param[in] filter_config Filter configurations
- * @param[in] encoder_config Encoder configurations
- * @param[in,out] proc_ctx Video processing context
- * @return int 0 on success, non-zero value on error
- */
-LIBVIDEO2X_API int process_video(
-    const CharType *in_fname,
-    const CharType *out_fname,
-    enum Libvideo2xLogLevel log_level,
-    bool benchmark,
-    uint32_t vk_device_index,
-    enum AVHWDeviceType hw_device_type,
-    const struct FilterConfig *filter_config,
-    struct EncoderConfig *encoder_config,
-    struct VideoProcessingContext *proc_ctx
-);
-
-#ifdef __cplusplus
-}
-#endif
-
-#endif  // LIBVIDEO2X_H
+}  // namespace video2x
--- a/include/libvideo2x/libvideo2x_export.h
+++ b/include/libvideo2x/libvideo2x_export.h
@@ -0,0 +1,11 @@
+#pragma once
+
+#ifdef _WIN32
+#ifdef LIBVIDEO2X_EXPORTS
+#define LIBVIDEO2X_API __declspec(dllexport)
+#else
+#define LIBVIDEO2X_API __declspec(dllimport)
+#endif
+#else
+#define LIBVIDEO2X_API
+#endif
--- a/include/libvideo2x/logger_manager.h
+++ b/include/libvideo2x/logger_manager.h
@@ -0,0 +1,48 @@
+#pragma once
+
+#include <memory>
+#include <string>
+#include <vector>
+
+#include <spdlog/logger.h>
+#include <spdlog/sinks/sink.h>
+
+#include "libvideo2x_export.h"
+
+namespace video2x {
+namespace logger_manager {
+
+class LIBVIDEO2X_API LoggerManager {
+   public:
+    LoggerManager(const LoggerManager &) = delete;
+    LoggerManager &operator=(const LoggerManager &) = delete;
+
+    static LoggerManager &instance();
+
+    std::shared_ptr<spdlog::logger> logger();
+
+    bool reconfigure_logger(
+        const std::string &logger_name,
+        const std::vector<spdlog::sink_ptr> &sinks,
+        const std::string &pattern = "%+"
+    );
+
+    bool set_log_level(const std::string &level_str);
+
+    void hook_ffmpeg_logging();
+    void unhook_ffmpeg_logging();
+
+   private:
+    LoggerManager();
+
+    std::shared_ptr<spdlog::logger> logger_ = nullptr;
+};
+
+}  // namespace logger_manager
+
+// Convenience function to get the logger instance
+inline std::shared_ptr<spdlog::logger> logger() {
+    return logger_manager::LoggerManager::instance().logger();
+}
+
+}  // namespace video2x
--- a/include/libvideo2x/processor.h
+++ b/include/libvideo2x/processor.h
@@ -0,0 +1,98 @@
+#pragma once
+
+#include <variant>
+#include <vector>
+
+extern "C" {
+#include <libavcodec/avcodec.h>
+#include <libavfilter/avfilter.h>
+#include <libavutil/buffer.h>
+}
+
+#include "fsutils.h"
+
+namespace video2x {
+namespace processors {
+
+enum class ProcessingMode {
+    Filter,
+    Interpolate,
+};
+
+enum class ProcessorType {
+    None,
+    Libplacebo,
+    RealESRGAN,
+    RealCUGAN,
+    RIFE,
+};
+
+struct LibplaceboConfig {
+    fsutils::StringType shader_path;
+};
+
+struct RealESRGANConfig {
+    bool tta_mode = false;
+    fsutils::StringType model_name;
+};
+
+struct RealCUGANConfig {
+    bool tta_mode = false;
+    int num_threads = 1;
+    int syncgap = 3;
+    fsutils::StringType model_name;
+};
+
+struct RIFEConfig {
+    bool tta_mode = false;
+    bool tta_temporal_mode = false;
+    bool uhd_mode = false;
+    int num_threads = 0;
+    fsutils::StringType model_name;
+};
+
+// Unified filter configuration
+struct ProcessorConfig {
+    ProcessorType processor_type = ProcessorType::None;
+    int width = 0;
+    int height = 0;
+    int scaling_factor = 0;
+    int noise_level = -1;
+    int frm_rate_mul = 0;
+    float scn_det_thresh = 0.0f;
+    std::variant<LibplaceboConfig, RealESRGANConfig, RealCUGANConfig, RIFEConfig> config;
+};
+
+class Processor {
+   public:
+    virtual ~Processor() = default;
+    virtual int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) = 0;
+    virtual int flush(std::vector<AVFrame *> &) { return 0; }
+    virtual ProcessingMode get_processing_mode() const = 0;
+    virtual ProcessorType get_processor_type() const = 0;
+    virtual void get_output_dimensions(
+        const ProcessorConfig &proc_cfg,
+        int in_width,
+        int in_height,
+        int &width,
+        int &height
+    ) const = 0;
+};
+
+// Abstract base class for filters
+class Filter : public Processor {
+   public:
+    ProcessingMode get_processing_mode() const override { return ProcessingMode::Filter; }
+    virtual int filter(AVFrame *in_frame, AVFrame **out_frame) = 0;
+};
+
+// Abstract base class for interpolators
+class Interpolator : public Processor {
+   public:
+    ProcessingMode get_processing_mode() const override { return ProcessingMode::Interpolate; }
+    virtual int
+    interpolate(AVFrame *prev_frame, AVFrame *in_frame, AVFrame **out_frame, float time_step) = 0;
+};
+
+}  // namespace processors
+}  // namespace video2x
--- a/include/libvideo2x/processor_factory.h
+++ b/include/libvideo2x/processor_factory.h
@@ -0,0 +1,39 @@
+#pragma once
+
+#include <functional>
+#include <memory>
+#include <unordered_map>
+
+#include "processor.h"
+
+namespace video2x {
+namespace processors {
+
+// Processor Factory Class
+class ProcessorFactory {
+   public:
+    using Creator = std::function<std::unique_ptr<Processor>(const ProcessorConfig &, uint32_t)>;
+
+    // Singleton instance accessor
+    static ProcessorFactory &instance();
+
+    // Register a processor type with its creation function
+    void register_processor(ProcessorType type, Creator creator);
+
+    // Create a processor instance based on configuration
+    std::unique_ptr<Processor>
+    create_processor(const ProcessorConfig &proc_cfg, uint32_t vk_device_index) const;
+
+   private:
+    // Private constructor for Singleton
+    ProcessorFactory() = default;
+
+    // Map of processor types to their creation functions
+    std::unordered_map<ProcessorType, Creator> creators;
+
+    // Static initializer for default processors
+    static void init_default_processors(ProcessorFactory &factory);
+};
+
+}  // namespace processors
+}  // namespace video2x
--- a/include/libvideo2x/realesrgan_filter.h
+++ b/include/libvideo2x/realesrgan_filter.h
@@ -1,43 +0,0 @@
-#ifndef REALSRGAN_FILTER_H
-#define REALSRGAN_FILTER_H
-
-extern "C" {
-#include <libavcodec/avcodec.h>
-}
-
-#include "char_defs.h"
-#include "filter.h"
-#include "realesrgan.h"
-
-// RealesrganFilter class definition
-class RealesrganFilter : public Filter {
-   private:
-    RealESRGAN *realesrgan;
-    int gpuid;
-    bool tta_mode;
-    int scaling_factor;
-    const StringType model_name;
-    AVRational in_time_base;
-    AVRational out_time_base;
-    AVPixelFormat out_pix_fmt;
-
-   public:
-    // Constructor
-    RealesrganFilter(
-        int gpuid = 0,
-        bool tta_mode = false,
-        int scaling_factor = 4,
-        const StringType model_name = STR("realesr-animevideov3")
-    );
-
-    // Destructor
-    virtual ~RealesrganFilter() override;
-
-    // Initializes the filter with decoder and encoder contexts
-    int init(AVCodecContext *dec_ctx, AVCodecContext *enc_ctx, AVBufferRef *hw_ctx) override;
-
-    // Processes an input frame and returns the processed frame
-    int process_frame(AVFrame *in_frame, AVFrame **out_frame) override;
-};
-
-#endif
--- a/include/libvideo2x/version.h.in
+++ b/include/libvideo2x/version.h.in
@@ -1,6 +1,7 @@
-#ifndef VERSION_H
-#define VERSION_H
+#pragma once
+
+namespace video2x {

 #define LIBVIDEO2X_VERSION_STRING "@PROJECT_VERSION@"

-#endif  // VERSION_H
+}  // namespace video2x
--- a/models/realcugan/models-nose/up2x-no-denoise.bin
+++ b/models/realcugan/models-nose/up2x-no-denoise.bin
--- a/models/realcugan/models-nose/up2x-no-denoise.param
+++ b/models/realcugan/models-nose/up2x-no-denoise.param
@@ -0,0 +1,37 @@
+7767517
+35 39
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 2 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 2 3 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 3 4 5
+Convolution              convrelu_2               1 1 4 6 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 6 7 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 7 8 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Crop                     slice_43                 1 1 5 9 -23309=2,4,4 -23310=2,-4,-4 -23311=2,1,2
+Deconvolution            deconvrelu_0             1 1 8 10 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_0                    2 1 10 9 11
+Convolution              convrelu_5               1 1 11 12 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_20                1 1 12 13 0=3 1=4 3=2 4=3 5=1 6=3072
+Split                    splitncnn_1              1 2 13 14 15
+Convolution              convrelu_6               1 1 14 16 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_7               1 1 16 17 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_2              1 2 17 18 19
+Convolution              convrelu_8               1 1 18 20 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_9               1 1 20 21 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 21 22 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 22 23 24
+Convolution              convrelu_11              1 1 23 25 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_12              1 1 25 26 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_13              1 1 26 27 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Crop                     slice_44                 1 1 24 28 -23309=2,4,4 -23310=2,-4,-4 -23311=2,1,2
+Deconvolution            deconvrelu_1             1 1 27 29 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 29 28 30
+Convolution              convrelu_14              1 1 30 31 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 31 32 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Crop                     slice_45                 1 1 19 33 -23309=2,16,16 -23310=2,-16,-16 -23311=2,1,2
+Deconvolution            deconvrelu_2             1 1 32 34 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_2                    2 1 34 33 35
+Convolution              convrelu_16              1 1 35 36 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_18                  1 1 36 37 0=3 1=3 5=1 6=1728
+Crop                     slice_46                 1 1 15 38 -23309=2,20,20 -23310=2,-20,-20 -23311=2,1,2
+BinaryOp                 add_3                    2 1 37 38 out0
--- a/models/realcugan/models-pro/up2x-conservative.bin
+++ b/models/realcugan/models-pro/up2x-conservative.bin
--- a/models/realcugan/models-pro/up2x-conservative.param
+++ b/models/realcugan/models-pro/up2x-conservative.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 4 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 4 5 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 5 6 7
+Convolution              convrelu_2               1 1 7 8 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 8 9 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 9 10 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 10 11 12
+Pooling                  mean_64                  1 1 12 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 14 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 14 15 0=64 1=1 2=512 9=4
+BinaryOp                 mul_2                    2 1 11 15 16 0=2
+Crop                     pad_9                    1 1 6 17 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 16 18 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_3                    2 1 17 18 19
+Convolution              convrelu_6               1 1 19 20 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 20 21 0=3 1=4 3=2 4=3 5=1 6=3072
+Split                    splitncnn_2              1 2 21 22 23
+Convolution              convrelu_7               1 1 23 24 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 24 25 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 25 26 27
+Convolution              convrelu_9               1 1 27 28 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 28 29 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 29 30 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 30 31 32
+Pooling                  mean_65                  1 1 32 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 34 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 34 35 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_4                    2 1 31 35 36 0=2
+Split                    splitncnn_5              1 2 36 37 38
+Convolution              convrelu_13              1 1 38 39 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 39 40 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 40 41 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 41 42 43
+Pooling                  mean_66                  1 1 43 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 45 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 45 46 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_5                    2 1 42 46 47 0=2
+Crop                     pad_10                   1 1 37 48 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 47 49 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 48 49 50
+Convolution              convrelu_17              1 1 50 51 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 51 52 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 52 53 54
+Pooling                  mean_67                  1 1 54 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 56 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 56 57 0=64 1=1 2=512 9=4
+BinaryOp                 mul_7                    2 1 53 57 58 0=2
+Crop                     pad_11                   1 1 26 59 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 58 60 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_8                    2 1 59 60 61
+Crop                     pad_12                   1 1 22 62 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 61 63 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 63 64 0=3 1=3 5=1 6=1728
+BinaryOp                 add_9                    2 1 64 62 out0
--- a/models/realcugan/models-pro/up2x-denoise3x.bin
+++ b/models/realcugan/models-pro/up2x-denoise3x.bin
--- a/models/realcugan/models-pro/up2x-denoise3x.param
+++ b/models/realcugan/models-pro/up2x-denoise3x.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 4 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 4 5 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 5 6 7
+Convolution              convrelu_2               1 1 7 8 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 8 9 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 9 10 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 10 11 12
+Pooling                  mean_64                  1 1 12 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 14 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 14 15 0=64 1=1 2=512 9=4
+BinaryOp                 mul_2                    2 1 11 15 16 0=2
+Crop                     pad_9                    1 1 6 17 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 16 18 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_3                    2 1 17 18 19
+Convolution              convrelu_6               1 1 19 20 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 20 21 0=3 1=4 3=2 4=3 5=1 6=3072
+Split                    splitncnn_2              1 2 21 22 23
+Convolution              convrelu_7               1 1 23 24 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 24 25 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 25 26 27
+Convolution              convrelu_9               1 1 27 28 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 28 29 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 29 30 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 30 31 32
+Pooling                  mean_65                  1 1 32 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 34 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 34 35 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_4                    2 1 31 35 36 0=2
+Split                    splitncnn_5              1 2 36 37 38
+Convolution              convrelu_13              1 1 38 39 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 39 40 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 40 41 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 41 42 43
+Pooling                  mean_66                  1 1 43 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 45 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 45 46 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_5                    2 1 42 46 47 0=2
+Crop                     pad_10                   1 1 37 48 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 47 49 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 48 49 50
+Convolution              convrelu_17              1 1 50 51 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 51 52 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 52 53 54
+Pooling                  mean_67                  1 1 54 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 56 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 56 57 0=64 1=1 2=512 9=4
+BinaryOp                 mul_7                    2 1 53 57 58 0=2
+Crop                     pad_11                   1 1 26 59 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 58 60 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_8                    2 1 59 60 61
+Crop                     pad_12                   1 1 22 62 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 61 63 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 63 64 0=3 1=3 5=1 6=1728
+BinaryOp                 add_9                    2 1 64 62 out0
--- a/models/realcugan/models-pro/up2x-no-denoise.bin
+++ b/models/realcugan/models-pro/up2x-no-denoise.bin
--- a/models/realcugan/models-pro/up2x-no-denoise.param
+++ b/models/realcugan/models-pro/up2x-no-denoise.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 4 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 4 5 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 5 6 7
+Convolution              convrelu_2               1 1 7 8 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 8 9 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 9 10 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 10 11 12
+Pooling                  mean_64                  1 1 12 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 14 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 14 15 0=64 1=1 2=512 9=4
+BinaryOp                 mul_2                    2 1 11 15 16 0=2
+Crop                     pad_9                    1 1 6 17 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 16 18 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_3                    2 1 17 18 19
+Convolution              convrelu_6               1 1 19 20 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 20 21 0=3 1=4 3=2 4=3 5=1 6=3072
+Split                    splitncnn_2              1 2 21 22 23
+Convolution              convrelu_7               1 1 23 24 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 24 25 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 25 26 27
+Convolution              convrelu_9               1 1 27 28 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 28 29 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 29 30 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 30 31 32
+Pooling                  mean_65                  1 1 32 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 34 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 34 35 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_4                    2 1 31 35 36 0=2
+Split                    splitncnn_5              1 2 36 37 38
+Convolution              convrelu_13              1 1 38 39 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 39 40 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 40 41 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 41 42 43
+Pooling                  mean_66                  1 1 43 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 45 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 45 46 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_5                    2 1 42 46 47 0=2
+Crop                     pad_10                   1 1 37 48 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 47 49 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 48 49 50
+Convolution              convrelu_17              1 1 50 51 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 51 52 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 52 53 54
+Pooling                  mean_67                  1 1 54 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 56 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 56 57 0=64 1=1 2=512 9=4
+BinaryOp                 mul_7                    2 1 53 57 58 0=2
+Crop                     pad_11                   1 1 26 59 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 58 60 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_8                    2 1 59 60 61
+Crop                     pad_12                   1 1 22 62 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 61 63 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 63 64 0=3 1=3 5=1 6=1728
+BinaryOp                 add_9                    2 1 64 62 out0
--- a/models/realcugan/models-pro/up3x-conservative.bin
+++ b/models/realcugan/models-pro/up3x-conservative.bin
--- a/models/realcugan/models-pro/up3x-conservative.param
+++ b/models/realcugan/models-pro/up3x-conservative.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 4 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 4 5 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 5 6 7
+Convolution              convrelu_2               1 1 7 8 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 8 9 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 9 10 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 10 11 12
+Pooling                  mean_64                  1 1 12 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 14 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 14 15 0=64 1=1 2=512 9=4
+BinaryOp                 mul_2                    2 1 11 15 16 0=2
+Crop                     pad_9                    1 1 6 17 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 16 18 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_3                    2 1 17 18 19
+Convolution              convrelu_6               1 1 19 20 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 20 21 0=3 1=5 3=3 4=2 5=1 6=4800
+Split                    splitncnn_2              1 2 21 22 23
+Convolution              convrelu_7               1 1 23 24 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 24 25 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 25 26 27
+Convolution              convrelu_9               1 1 27 28 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 28 29 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 29 30 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 30 31 32
+Pooling                  mean_65                  1 1 32 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 34 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 34 35 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_4                    2 1 31 35 36 0=2
+Split                    splitncnn_5              1 2 36 37 38
+Convolution              convrelu_13              1 1 38 39 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 39 40 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 40 41 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 41 42 43
+Pooling                  mean_66                  1 1 43 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 45 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 45 46 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_5                    2 1 42 46 47 0=2
+Crop                     pad_10                   1 1 37 48 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 47 49 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 48 49 50
+Convolution              convrelu_17              1 1 50 51 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 51 52 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 52 53 54
+Pooling                  mean_67                  1 1 54 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 56 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 56 57 0=64 1=1 2=512 9=4
+BinaryOp                 mul_7                    2 1 53 57 58 0=2
+Crop                     pad_11                   1 1 26 59 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 58 60 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_8                    2 1 59 60 61
+Crop                     pad_12                   1 1 22 62 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 61 63 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 63 64 0=3 1=3 5=1 6=1728
+BinaryOp                 add_9                    2 1 64 62 out0
--- a/models/realcugan/models-pro/up3x-denoise3x.bin
+++ b/models/realcugan/models-pro/up3x-denoise3x.bin
--- a/models/realcugan/models-pro/up3x-denoise3x.param
+++ b/models/realcugan/models-pro/up3x-denoise3x.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 4 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 4 5 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 5 6 7
+Convolution              convrelu_2               1 1 7 8 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 8 9 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 9 10 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 10 11 12
+Pooling                  mean_64                  1 1 12 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 14 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 14 15 0=64 1=1 2=512 9=4
+BinaryOp                 mul_2                    2 1 11 15 16 0=2
+Crop                     pad_9                    1 1 6 17 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 16 18 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_3                    2 1 17 18 19
+Convolution              convrelu_6               1 1 19 20 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 20 21 0=3 1=5 3=3 4=2 5=1 6=4800
+Split                    splitncnn_2              1 2 21 22 23
+Convolution              convrelu_7               1 1 23 24 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 24 25 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 25 26 27
+Convolution              convrelu_9               1 1 27 28 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 28 29 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 29 30 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 30 31 32
+Pooling                  mean_65                  1 1 32 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 34 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 34 35 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_4                    2 1 31 35 36 0=2
+Split                    splitncnn_5              1 2 36 37 38
+Convolution              convrelu_13              1 1 38 39 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 39 40 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 40 41 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 41 42 43
+Pooling                  mean_66                  1 1 43 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 45 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 45 46 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_5                    2 1 42 46 47 0=2
+Crop                     pad_10                   1 1 37 48 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 47 49 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 48 49 50
+Convolution              convrelu_17              1 1 50 51 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 51 52 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 52 53 54
+Pooling                  mean_67                  1 1 54 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 56 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 56 57 0=64 1=1 2=512 9=4
+BinaryOp                 mul_7                    2 1 53 57 58 0=2
+Crop                     pad_11                   1 1 26 59 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 58 60 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_8                    2 1 59 60 61
+Crop                     pad_12                   1 1 22 62 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 61 63 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 63 64 0=3 1=3 5=1 6=1728
+BinaryOp                 add_9                    2 1 64 62 out0
--- a/models/realcugan/models-pro/up3x-no-denoise.bin
+++ b/models/realcugan/models-pro/up3x-no-denoise.bin
--- a/models/realcugan/models-pro/up3x-no-denoise.param
+++ b/models/realcugan/models-pro/up3x-no-denoise.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 4 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 4 5 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 5 6 7
+Convolution              convrelu_2               1 1 7 8 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 8 9 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 9 10 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 10 11 12
+Pooling                  mean_64                  1 1 12 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 14 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 14 15 0=64 1=1 2=512 9=4
+BinaryOp                 mul_2                    2 1 11 15 16 0=2
+Crop                     pad_9                    1 1 6 17 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 16 18 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_3                    2 1 17 18 19
+Convolution              convrelu_6               1 1 19 20 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 20 21 0=3 1=5 3=3 4=2 5=1 6=4800
+Split                    splitncnn_2              1 2 21 22 23
+Convolution              convrelu_7               1 1 23 24 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 24 25 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 25 26 27
+Convolution              convrelu_9               1 1 27 28 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 28 29 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 29 30 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 30 31 32
+Pooling                  mean_65                  1 1 32 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 34 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 34 35 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_4                    2 1 31 35 36 0=2
+Split                    splitncnn_5              1 2 36 37 38
+Convolution              convrelu_13              1 1 38 39 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 39 40 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 40 41 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 41 42 43
+Pooling                  mean_66                  1 1 43 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 45 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 45 46 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_5                    2 1 42 46 47 0=2
+Crop                     pad_10                   1 1 37 48 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 47 49 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 48 49 50
+Convolution              convrelu_17              1 1 50 51 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 51 52 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 52 53 54
+Pooling                  mean_67                  1 1 54 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 56 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 56 57 0=64 1=1 2=512 9=4
+BinaryOp                 mul_7                    2 1 53 57 58 0=2
+Crop                     pad_11                   1 1 26 59 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 58 60 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_8                    2 1 59 60 61
+Crop                     pad_12                   1 1 22 62 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 61 63 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 63 64 0=3 1=3 5=1 6=1728
+BinaryOp                 add_9                    2 1 64 62 out0
--- a/models/realcugan/models-se/up2x-conservative.bin
+++ b/models/realcugan/models-se/up2x-conservative.bin
--- a/models/realcugan/models-se/up2x-conservative.param
+++ b/models/realcugan/models-se/up2x-conservative.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 2 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 2 3 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 3 4 5
+Convolution              convrelu_2               1 1 5 6 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 6 7 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 7 8 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 8 9 10
+Pooling                  mean_64                  1 1 10 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 12 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 12 13 0=64 1=1 2=512 9=4
+BinaryOp                 mul_0                    2 1 9 13 14 0=2
+Crop                     pad_9                    1 1 4 15 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 14 16 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 15 16 17
+Convolution              convrelu_6               1 1 17 18 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 18 19 0=3 1=4 3=2 4=3 5=1 6=3072
+Split                    splitncnn_2              1 2 19 20 21
+Convolution              convrelu_7               1 1 21 22 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 22 23 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 23 24 25
+Convolution              convrelu_9               1 1 25 26 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 26 27 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 27 28 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 28 29 30
+Pooling                  mean_65                  1 1 30 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 32 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 32 33 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_2                    2 1 29 33 34 0=2
+Split                    splitncnn_5              1 2 34 35 36
+Convolution              convrelu_13              1 1 36 37 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 37 38 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 38 39 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 39 40 41
+Pooling                  mean_66                  1 1 41 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 43 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 43 44 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_3                    2 1 40 44 45 0=2
+Crop                     pad_10                   1 1 35 46 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 45 47 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_4                    2 1 46 47 48
+Convolution              convrelu_17              1 1 48 49 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 49 50 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 50 51 52
+Pooling                  mean_67                  1 1 52 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 54 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 54 55 0=64 1=1 2=512 9=4
+BinaryOp                 mul_5                    2 1 51 55 56 0=2
+Crop                     pad_11                   1 1 24 57 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 56 58 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 57 58 59
+Crop                     pad_12                   1 1 20 60 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 59 61 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 61 62 0=3 1=3 5=1 6=1728
+BinaryOp                 add_7                    2 1 62 60 out0
--- a/models/realcugan/models-se/up2x-denoise1x.bin
+++ b/models/realcugan/models-se/up2x-denoise1x.bin
--- a/models/realcugan/models-se/up2x-denoise1x.param
+++ b/models/realcugan/models-se/up2x-denoise1x.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 2 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 2 3 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 3 4 5
+Convolution              convrelu_2               1 1 5 6 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 6 7 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 7 8 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 8 9 10
+Pooling                  mean_64                  1 1 10 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 12 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 12 13 0=64 1=1 2=512 9=4
+BinaryOp                 mul_0                    2 1 9 13 14 0=2
+Crop                     pad_9                    1 1 4 15 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 14 16 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 15 16 17
+Convolution              convrelu_6               1 1 17 18 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 18 19 0=3 1=4 3=2 4=3 5=1 6=3072
+Split                    splitncnn_2              1 2 19 20 21
+Convolution              convrelu_7               1 1 21 22 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 22 23 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 23 24 25
+Convolution              convrelu_9               1 1 25 26 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 26 27 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 27 28 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 28 29 30
+Pooling                  mean_65                  1 1 30 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 32 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 32 33 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_2                    2 1 29 33 34 0=2
+Split                    splitncnn_5              1 2 34 35 36
+Convolution              convrelu_13              1 1 36 37 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 37 38 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 38 39 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 39 40 41
+Pooling                  mean_66                  1 1 41 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 43 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 43 44 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_3                    2 1 40 44 45 0=2
+Crop                     pad_10                   1 1 35 46 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 45 47 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_4                    2 1 46 47 48
+Convolution              convrelu_17              1 1 48 49 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 49 50 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 50 51 52
+Pooling                  mean_67                  1 1 52 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 54 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 54 55 0=64 1=1 2=512 9=4
+BinaryOp                 mul_5                    2 1 51 55 56 0=2
+Crop                     pad_11                   1 1 24 57 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 56 58 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 57 58 59
+Crop                     pad_12                   1 1 20 60 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 59 61 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 61 62 0=3 1=3 5=1 6=1728
+BinaryOp                 add_7                    2 1 62 60 out0
--- a/models/realcugan/models-se/up2x-denoise2x.bin
+++ b/models/realcugan/models-se/up2x-denoise2x.bin
--- a/models/realcugan/models-se/up2x-denoise2x.param
+++ b/models/realcugan/models-se/up2x-denoise2x.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 2 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 2 3 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 3 4 5
+Convolution              convrelu_2               1 1 5 6 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 6 7 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 7 8 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 8 9 10
+Pooling                  mean_64                  1 1 10 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 12 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 12 13 0=64 1=1 2=512 9=4
+BinaryOp                 mul_0                    2 1 9 13 14 0=2
+Crop                     pad_9                    1 1 4 15 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 14 16 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 15 16 17
+Convolution              convrelu_6               1 1 17 18 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 18 19 0=3 1=4 3=2 4=3 5=1 6=3072
+Split                    splitncnn_2              1 2 19 20 21
+Convolution              convrelu_7               1 1 21 22 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 22 23 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 23 24 25
+Convolution              convrelu_9               1 1 25 26 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 26 27 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 27 28 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 28 29 30
+Pooling                  mean_65                  1 1 30 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 32 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 32 33 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_2                    2 1 29 33 34 0=2
+Split                    splitncnn_5              1 2 34 35 36
+Convolution              convrelu_13              1 1 36 37 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 37 38 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 38 39 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 39 40 41
+Pooling                  mean_66                  1 1 41 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 43 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 43 44 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_3                    2 1 40 44 45 0=2
+Crop                     pad_10                   1 1 35 46 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 45 47 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_4                    2 1 46 47 48
+Convolution              convrelu_17              1 1 48 49 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 49 50 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 50 51 52
+Pooling                  mean_67                  1 1 52 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 54 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 54 55 0=64 1=1 2=512 9=4
+BinaryOp                 mul_5                    2 1 51 55 56 0=2
+Crop                     pad_11                   1 1 24 57 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 56 58 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 57 58 59
+Crop                     pad_12                   1 1 20 60 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 59 61 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 61 62 0=3 1=3 5=1 6=1728
+BinaryOp                 add_7                    2 1 62 60 out0
--- a/models/realcugan/models-se/up2x-denoise3x.bin
+++ b/models/realcugan/models-se/up2x-denoise3x.bin
--- a/models/realcugan/models-se/up2x-denoise3x.param
+++ b/models/realcugan/models-se/up2x-denoise3x.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 2 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 2 3 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 3 4 5
+Convolution              convrelu_2               1 1 5 6 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 6 7 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 7 8 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 8 9 10
+Pooling                  mean_64                  1 1 10 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 12 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 12 13 0=64 1=1 2=512 9=4
+BinaryOp                 mul_0                    2 1 9 13 14 0=2
+Crop                     pad_9                    1 1 4 15 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 14 16 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 15 16 17
+Convolution              convrelu_6               1 1 17 18 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 18 19 0=3 1=4 3=2 4=3 5=1 6=3072
+Split                    splitncnn_2              1 2 19 20 21
+Convolution              convrelu_7               1 1 21 22 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 22 23 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 23 24 25
+Convolution              convrelu_9               1 1 25 26 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 26 27 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 27 28 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 28 29 30
+Pooling                  mean_65                  1 1 30 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 32 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 32 33 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_2                    2 1 29 33 34 0=2
+Split                    splitncnn_5              1 2 34 35 36
+Convolution              convrelu_13              1 1 36 37 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 37 38 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 38 39 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 39 40 41
+Pooling                  mean_66                  1 1 41 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 43 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 43 44 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_3                    2 1 40 44 45 0=2
+Crop                     pad_10                   1 1 35 46 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 45 47 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_4                    2 1 46 47 48
+Convolution              convrelu_17              1 1 48 49 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 49 50 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 50 51 52
+Pooling                  mean_67                  1 1 52 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 54 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 54 55 0=64 1=1 2=512 9=4
+BinaryOp                 mul_5                    2 1 51 55 56 0=2
+Crop                     pad_11                   1 1 24 57 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 56 58 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 57 58 59
+Crop                     pad_12                   1 1 20 60 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 59 61 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 61 62 0=3 1=3 5=1 6=1728
+BinaryOp                 add_7                    2 1 62 60 out0
--- a/models/realcugan/models-se/up2x-no-denoise.bin
+++ b/models/realcugan/models-se/up2x-no-denoise.bin
--- a/models/realcugan/models-se/up2x-no-denoise.param
+++ b/models/realcugan/models-se/up2x-no-denoise.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 2 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 2 3 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 3 4 5
+Convolution              convrelu_2               1 1 5 6 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 6 7 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 7 8 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 8 9 10
+Pooling                  mean_64                  1 1 10 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 12 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 12 13 0=64 1=1 2=512 9=4
+BinaryOp                 mul_0                    2 1 9 13 14 0=2
+Crop                     pad_9                    1 1 4 15 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 14 16 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 15 16 17
+Convolution              convrelu_6               1 1 17 18 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 18 19 0=3 1=4 3=2 4=3 5=1 6=3072
+Split                    splitncnn_2              1 2 19 20 21
+Convolution              convrelu_7               1 1 21 22 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 22 23 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 23 24 25
+Convolution              convrelu_9               1 1 25 26 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 26 27 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 27 28 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 28 29 30
+Pooling                  mean_65                  1 1 30 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 32 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 32 33 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_2                    2 1 29 33 34 0=2
+Split                    splitncnn_5              1 2 34 35 36
+Convolution              convrelu_13              1 1 36 37 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 37 38 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 38 39 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 39 40 41
+Pooling                  mean_66                  1 1 41 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 43 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 43 44 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_3                    2 1 40 44 45 0=2
+Crop                     pad_10                   1 1 35 46 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 45 47 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_4                    2 1 46 47 48
+Convolution              convrelu_17              1 1 48 49 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 49 50 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 50 51 52
+Pooling                  mean_67                  1 1 52 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 54 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 54 55 0=64 1=1 2=512 9=4
+BinaryOp                 mul_5                    2 1 51 55 56 0=2
+Crop                     pad_11                   1 1 24 57 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 56 58 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 57 58 59
+Crop                     pad_12                   1 1 20 60 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 59 61 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 61 62 0=3 1=3 5=1 6=1728
+BinaryOp                 add_7                    2 1 62 60 out0
--- a/models/realcugan/models-se/up3x-conservative.bin
+++ b/models/realcugan/models-se/up3x-conservative.bin
--- a/models/realcugan/models-se/up3x-conservative.param
+++ b/models/realcugan/models-se/up3x-conservative.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 2 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 2 3 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 3 4 5
+Convolution              convrelu_2               1 1 5 6 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 6 7 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 7 8 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 8 9 10
+Pooling                  mean_64                  1 1 10 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 12 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 12 13 0=64 1=1 2=512 9=4
+BinaryOp                 mul_0                    2 1 9 13 14 0=2
+Crop                     pad_9                    1 1 4 15 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 14 16 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 15 16 17
+Convolution              convrelu_6               1 1 17 18 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 18 19 0=3 1=5 3=3 4=2 5=1 6=4800
+Split                    splitncnn_2              1 2 19 20 21
+Convolution              convrelu_7               1 1 21 22 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 22 23 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 23 24 25
+Convolution              convrelu_9               1 1 25 26 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 26 27 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 27 28 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 28 29 30
+Pooling                  mean_65                  1 1 30 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 32 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 32 33 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_2                    2 1 29 33 34 0=2
+Split                    splitncnn_5              1 2 34 35 36
+Convolution              convrelu_13              1 1 36 37 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 37 38 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 38 39 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 39 40 41
+Pooling                  mean_66                  1 1 41 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 43 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 43 44 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_3                    2 1 40 44 45 0=2
+Crop                     pad_10                   1 1 35 46 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 45 47 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_4                    2 1 46 47 48
+Convolution              convrelu_17              1 1 48 49 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 49 50 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 50 51 52
+Pooling                  mean_67                  1 1 52 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 54 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 54 55 0=64 1=1 2=512 9=4
+BinaryOp                 mul_5                    2 1 51 55 56 0=2
+Crop                     pad_11                   1 1 24 57 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 56 58 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 57 58 59
+Crop                     pad_12                   1 1 20 60 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 59 61 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 61 62 0=3 1=3 5=1 6=1728
+BinaryOp                 add_7                    2 1 62 60 out0
--- a/models/realcugan/models-se/up3x-denoise3x.bin
+++ b/models/realcugan/models-se/up3x-denoise3x.bin
--- a/models/realcugan/models-se/up3x-denoise3x.param
+++ b/models/realcugan/models-se/up3x-denoise3x.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 2 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 2 3 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 3 4 5
+Convolution              convrelu_2               1 1 5 6 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 6 7 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 7 8 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 8 9 10
+Pooling                  mean_64                  1 1 10 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 12 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 12 13 0=64 1=1 2=512 9=4
+BinaryOp                 mul_0                    2 1 9 13 14 0=2
+Crop                     pad_9                    1 1 4 15 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 14 16 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 15 16 17
+Convolution              convrelu_6               1 1 17 18 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 18 19 0=3 1=5 3=3 4=2 5=1 6=4800
+Split                    splitncnn_2              1 2 19 20 21
+Convolution              convrelu_7               1 1 21 22 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 22 23 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 23 24 25
+Convolution              convrelu_9               1 1 25 26 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 26 27 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 27 28 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 28 29 30
+Pooling                  mean_65                  1 1 30 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 32 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 32 33 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_2                    2 1 29 33 34 0=2
+Split                    splitncnn_5              1 2 34 35 36
+Convolution              convrelu_13              1 1 36 37 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 37 38 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 38 39 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 39 40 41
+Pooling                  mean_66                  1 1 41 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 43 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 43 44 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_3                    2 1 40 44 45 0=2
+Crop                     pad_10                   1 1 35 46 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 45 47 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_4                    2 1 46 47 48
+Convolution              convrelu_17              1 1 48 49 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 49 50 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 50 51 52
+Pooling                  mean_67                  1 1 52 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 54 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 54 55 0=64 1=1 2=512 9=4
+BinaryOp                 mul_5                    2 1 51 55 56 0=2
+Crop                     pad_11                   1 1 24 57 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 56 58 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 57 58 59
+Crop                     pad_12                   1 1 20 60 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 59 61 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 61 62 0=3 1=3 5=1 6=1728
+BinaryOp                 add_7                    2 1 62 60 out0
--- a/models/realcugan/models-se/up3x-no-denoise.bin
+++ b/models/realcugan/models-se/up3x-no-denoise.bin
--- a/models/realcugan/models-se/up3x-no-denoise.param
+++ b/models/realcugan/models-se/up3x-no-denoise.param
@@ -0,0 +1,57 @@
+7767517
+55 63
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 2 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 2 3 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_0              1 2 3 4 5
+Convolution              convrelu_2               1 1 5 6 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 6 7 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 7 8 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 8 9 10
+Pooling                  mean_64                  1 1 10 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 12 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 12 13 0=64 1=1 2=512 9=4
+BinaryOp                 mul_0                    2 1 9 13 14 0=2
+Crop                     pad_9                    1 1 4 15 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 14 16 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 15 16 17
+Convolution              convrelu_6               1 1 17 18 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_48                1 1 18 19 0=3 1=5 3=3 4=2 5=1 6=4800
+Split                    splitncnn_2              1 2 19 20 21
+Convolution              convrelu_7               1 1 21 22 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 22 23 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_3              1 2 23 24 25
+Convolution              convrelu_9               1 1 25 26 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 26 27 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 27 28 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 28 29 30
+Pooling                  mean_65                  1 1 30 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 32 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 32 33 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_2                    2 1 29 33 34 0=2
+Split                    splitncnn_5              1 2 34 35 36
+Convolution              convrelu_13              1 1 36 37 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 37 38 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 38 39 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_6              1 2 39 40 41
+Pooling                  mean_66                  1 1 41 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 43 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 43 44 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_3                    2 1 40 44 45 0=2
+Crop                     pad_10                   1 1 35 46 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 45 47 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_4                    2 1 46 47 48
+Convolution              convrelu_17              1 1 48 49 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 49 50 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 50 51 52
+Pooling                  mean_67                  1 1 52 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 54 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 54 55 0=64 1=1 2=512 9=4
+BinaryOp                 mul_5                    2 1 51 55 56 0=2
+Crop                     pad_11                   1 1 24 57 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 56 58 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 57 58 59
+Crop                     pad_12                   1 1 20 60 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 59 61 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_46                  1 1 61 62 0=3 1=3 5=1 6=1728
+BinaryOp                 add_7                    2 1 62 60 out0
--- a/models/realcugan/models-se/up4x-conservative.bin
+++ b/models/realcugan/models-se/up4x-conservative.bin
--- a/models/realcugan/models-se/up4x-conservative.param
+++ b/models/realcugan/models-se/up4x-conservative.param
@@ -0,0 +1,60 @@
+7767517
+58 66
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 4 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 4 5 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 5 6 7
+Convolution              convrelu_2               1 1 7 8 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 8 9 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 9 10 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_2              1 2 10 11 12
+Pooling                  mean_68                  1 1 12 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 14 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 14 15 0=64 1=1 2=512 9=4
+BinaryOp                 mul_0                    2 1 11 15 16 0=2
+Crop                     pad_9                    1 1 6 17 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 16 18 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 17 18 19
+Convolution              convrelu_6               1 1 19 20 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_51                1 1 20 21 0=64 1=4 3=2 4=3 5=1 6=65536
+Split                    splitncnn_3              1 2 21 22 23
+Convolution              convrelu_7               1 1 23 24 0=32 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 24 25 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 25 26 27
+Convolution              convrelu_9               1 1 27 28 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 28 29 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 29 30 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_5              1 2 30 31 32
+Pooling                  mean_69                  1 1 32 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 34 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 34 35 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_2                    2 1 31 35 36 0=2
+Split                    splitncnn_6              1 2 36 37 38
+Convolution              convrelu_13              1 1 38 39 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 39 40 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 40 41 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 41 42 43
+Pooling                  mean_70                  1 1 43 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 45 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 45 46 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_3                    2 1 42 46 47 0=2
+Crop                     pad_10                   1 1 37 48 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 47 49 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_4                    2 1 48 49 50
+Convolution              convrelu_17              1 1 50 51 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 51 52 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_8              1 2 52 53 54
+Pooling                  mean_71                  1 1 54 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 56 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 56 57 0=64 1=1 2=512 9=4
+BinaryOp                 mul_5                    2 1 53 57 58 0=2
+Crop                     pad_11                   1 1 26 59 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 58 60 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 59 60 61
+Crop                     pad_12                   1 1 22 62 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 61 63 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_48                  1 1 63 64 0=64 1=3 5=1 6=36864
+BinaryOp                 add_7                    2 1 64 62 65
+Convolution              conv_49                  1 1 65 66 0=12 1=3 5=1 6=6912
+Crop                     pad_13                   1 1 66 67 -23309=2,1,1 -23310=2,-1,-1 -23311=2,-2,-1
+PixelShuffle             pixelshuffle_66          1 1 67 out0 0=2
--- a/models/realcugan/models-se/up4x-denoise3x.bin
+++ b/models/realcugan/models-se/up4x-denoise3x.bin
--- a/models/realcugan/models-se/up4x-denoise3x.param
+++ b/models/realcugan/models-se/up4x-denoise3x.param
@@ -0,0 +1,60 @@
+7767517
+58 66
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 4 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 4 5 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 5 6 7
+Convolution              convrelu_2               1 1 7 8 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 8 9 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 9 10 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_2              1 2 10 11 12
+Pooling                  mean_68                  1 1 12 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 14 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 14 15 0=64 1=1 2=512 9=4
+BinaryOp                 mul_0                    2 1 11 15 16 0=2
+Crop                     pad_9                    1 1 6 17 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 16 18 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 17 18 19
+Convolution              convrelu_6               1 1 19 20 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_51                1 1 20 21 0=64 1=4 3=2 4=3 5=1 6=65536
+Split                    splitncnn_3              1 2 21 22 23
+Convolution              convrelu_7               1 1 23 24 0=32 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 24 25 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 25 26 27
+Convolution              convrelu_9               1 1 27 28 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 28 29 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 29 30 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_5              1 2 30 31 32
+Pooling                  mean_69                  1 1 32 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 34 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 34 35 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_2                    2 1 31 35 36 0=2
+Split                    splitncnn_6              1 2 36 37 38
+Convolution              convrelu_13              1 1 38 39 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 39 40 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 40 41 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 41 42 43
+Pooling                  mean_70                  1 1 43 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 45 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 45 46 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_3                    2 1 42 46 47 0=2
+Crop                     pad_10                   1 1 37 48 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 47 49 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_4                    2 1 48 49 50
+Convolution              convrelu_17              1 1 50 51 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 51 52 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_8              1 2 52 53 54
+Pooling                  mean_71                  1 1 54 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 56 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 56 57 0=64 1=1 2=512 9=4
+BinaryOp                 mul_5                    2 1 53 57 58 0=2
+Crop                     pad_11                   1 1 26 59 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 58 60 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 59 60 61
+Crop                     pad_12                   1 1 22 62 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 61 63 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_48                  1 1 63 64 0=64 1=3 5=1 6=36864
+BinaryOp                 add_7                    2 1 64 62 65
+Convolution              conv_49                  1 1 65 66 0=12 1=3 5=1 6=6912
+Crop                     pad_13                   1 1 66 67 -23309=2,1,1 -23310=2,-1,-1 -23311=2,-2,-1
+PixelShuffle             pixelshuffle_66          1 1 67 out0 0=2
--- a/models/realcugan/models-se/up4x-no-denoise.bin
+++ b/models/realcugan/models-se/up4x-no-denoise.bin
--- a/models/realcugan/models-se/up4x-no-denoise.param
+++ b/models/realcugan/models-se/up4x-no-denoise.param
@@ -0,0 +1,60 @@
+7767517
+58 66
+Input                    in0                      0 1 in0
+Convolution              convrelu_0               1 1 in0 4 0=32 1=3 5=1 6=864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_1               1 1 4 5 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_1              1 2 5 6 7
+Convolution              convrelu_2               1 1 7 8 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_3               1 1 8 9 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_4               1 1 9 10 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_2              1 2 10 11 12
+Pooling                  mean_68                  1 1 12 gap0 0=1 4=1
+InnerProduct             convrelu_5               1 1 gap0 14 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_21           1 1 14 15 0=64 1=1 2=512 9=4
+BinaryOp                 mul_0                    2 1 11 15 16 0=2
+Crop                     pad_9                    1 1 6 17 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_0             1 1 16 18 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_1                    2 1 17 18 19
+Convolution              convrelu_6               1 1 19 20 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Deconvolution            deconv_51                1 1 20 21 0=64 1=4 3=2 4=3 5=1 6=65536
+Split                    splitncnn_3              1 2 21 22 23
+Convolution              convrelu_7               1 1 23 24 0=32 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_8               1 1 24 25 0=64 1=3 5=1 6=18432 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_4              1 2 25 26 27
+Convolution              convrelu_9               1 1 27 28 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_10              1 1 28 29 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_11              1 1 29 30 0=128 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_5              1 2 30 31 32
+Pooling                  mean_69                  1 1 32 gap1 0=1 4=1
+InnerProduct             convrelu_12              1 1 gap1 34 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_22           1 1 34 35 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_2                    2 1 31 35 36 0=2
+Split                    splitncnn_6              1 2 36 37 38
+Convolution              convrelu_13              1 1 38 39 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_14              1 1 39 40 0=256 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_15              1 1 40 41 0=128 1=3 5=1 6=294912 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_7              1 2 41 42 43
+Pooling                  mean_70                  1 1 43 gap2 0=1 4=1
+InnerProduct             convrelu_16              1 1 gap2 45 0=16 1=1 2=2048 9=1
+InnerProduct             convsigmoid_23           1 1 45 46 0=128 1=1 2=2048 9=4
+BinaryOp                 mul_3                    2 1 42 46 47 0=2
+Crop                     pad_10                   1 1 37 48 -23309=2,4,4 -23310=2,-4,-4 -23311=2,-2,-1
+Deconvolution            deconvrelu_1             1 1 47 49 0=128 1=2 3=2 5=1 6=65536 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_4                    2 1 48 49 50
+Convolution              convrelu_17              1 1 50 51 0=64 1=3 5=1 6=73728 9=2 -23310=1,1.000000e-01
+Convolution              convrelu_18              1 1 51 52 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Split                    splitncnn_8              1 2 52 53 54
+Pooling                  mean_71                  1 1 54 gap3 0=1 4=1
+InnerProduct             convrelu_19              1 1 gap3 56 0=8 1=1 2=512 9=1
+InnerProduct             convsigmoid_24           1 1 56 57 0=64 1=1 2=512 9=4
+BinaryOp                 mul_5                    2 1 53 57 58 0=2
+Crop                     pad_11                   1 1 26 59 -23309=2,16,16 -23310=2,-16,-16 -23311=2,-2,-1
+Deconvolution            deconvrelu_2             1 1 58 60 0=64 1=2 3=2 5=1 6=16384 9=2 -23310=1,1.000000e-01
+BinaryOp                 add_6                    2 1 59 60 61
+Crop                     pad_12                   1 1 22 62 -23309=2,20,20 -23310=2,-20,-20 -23311=2,-2,-1
+Convolution              convrelu_20              1 1 61 63 0=64 1=3 5=1 6=36864 9=2 -23310=1,1.000000e-01
+Convolution              conv_48                  1 1 63 64 0=64 1=3 5=1 6=36864
+BinaryOp                 add_7                    2 1 64 62 65
+Convolution              conv_49                  1 1 65 66 0=12 1=3 5=1 6=6912
+Crop                     pad_13                   1 1 66 67 -23309=2,1,1 -23310=2,-1,-1 -23311=2,-2,-1
+PixelShuffle             pixelshuffle_66          1 1 67 out0 0=2
--- a/models/rife/rife-HD/contextnet.bin
+++ b/models/rife/rife-HD/contextnet.bin
--- a/models/rife/rife-HD/contextnet.param
+++ b/models/rife/rife-HD/contextnet.param
@@ -0,0 +1,70 @@
+7767517
+68 82
+Input                    input.1                  0 1 input.1
+Input                    flow.1                   0 1 flow.1
+UnaryOp                  flow.0                   1 1 flow.1 flow.0 0=1
+Convolution              Conv_0                   1 1 input.1 45 0=32 1=3 3=2 4=1 5=1 6=864
+PReLU                    PRelu_1                  1 1 45 47 0=32
+Split                    splitncnn_0              1 2 47 47_splitncnn_0 47_splitncnn_1
+Convolution              Conv_2                   1 1 47_splitncnn_1 48 0=32 1=3 3=2 4=1 6=9216
+Convolution              Conv_3                   1 1 47_splitncnn_0 49 0=32 1=3 3=2 4=1 5=1 6=9216
+PReLU                    PRelu_4                  1 1 49 51 0=32
+Convolution              Conv_5                   1 1 51 52 0=32 1=3 4=1 5=1 6=9216
+Split                    splitncnn_1              1 2 52 52_splitncnn_0 52_splitncnn_1
+Pooling                  ReduceMean_7             1 1 52_splitncnn_1 54 0=1 4=1
+InnerProduct             Conv_8                   1 1 54 57 0=16 2=512 9=2 -23310=1,1.143919e+00
+InnerProduct             Conv_10                  1 1 57 59 0=32 2=512 9=4
+BinaryOp                 Mul_12                   2 1 52_splitncnn_0 59 60 0=2
+BinaryOp                 Add_13                   2 1 60 48 61
+PReLU                    PRelu_14                 1 1 61 63 0=32
+Split                    splitncnn_2              1 3 63 63_splitncnn_0 63_splitncnn_1 63_splitncnn_2
+Interp                   Resize_16                1 1 flow.0 73 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_18                   1 1 73 75 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_3              1 2 75 75_splitncnn_0 75_splitncnn_1
+rife.Warp                Warp_24                  2 1 63_splitncnn_2 75_splitncnn_1 f1
+Convolution              Conv_25                  1 1 63_splitncnn_1 82 0=64 1=3 3=2 4=1 6=18432
+Convolution              Conv_26                  1 1 63_splitncnn_0 83 0=64 1=3 3=2 4=1 5=1 6=18432
+PReLU                    PRelu_27                 1 1 83 85 0=64
+Convolution              Conv_28                  1 1 85 86 0=64 1=3 4=1 5=1 6=36864
+Split                    splitncnn_4              1 2 86 86_splitncnn_0 86_splitncnn_1
+Pooling                  ReduceMean_30            1 1 86_splitncnn_1 88 0=1 4=1
+InnerProduct             Conv_31                  1 1 88 91 0=16 2=1024 9=2 -23310=1,3.006833e-01
+InnerProduct             Conv_33                  1 1 91 93 0=64 2=1024 9=4
+BinaryOp                 Mul_35                   2 1 86_splitncnn_0 93 94 0=2
+BinaryOp                 Add_36                   2 1 94 82 95
+PReLU                    PRelu_37                 1 1 95 97 0=64
+Split                    splitncnn_5              1 3 97 97_splitncnn_0 97_splitncnn_1 97_splitncnn_2
+Interp                   Resize_39                1 1 75_splitncnn_0 107 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_41                   1 1 107 109 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_6              1 2 109 109_splitncnn_0 109_splitncnn_1
+rife.Warp                Warp_47                  2 1 97_splitncnn_2 109_splitncnn_1 f2
+Convolution              Conv_48                  1 1 97_splitncnn_1 116 0=128 1=3 3=2 4=1 6=73728
+Convolution              Conv_49                  1 1 97_splitncnn_0 117 0=128 1=3 3=2 4=1 5=1 6=73728
+PReLU                    PRelu_50                 1 1 117 119 0=128
+Convolution              Conv_51                  1 1 119 120 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_7              1 2 120 120_splitncnn_0 120_splitncnn_1
+Pooling                  ReduceMean_53            1 1 120_splitncnn_1 122 0=1 4=1
+InnerProduct             Conv_54                  1 1 122 125 0=16 2=2048 9=2 -23310=1,7.002444e-02
+InnerProduct             Conv_56                  1 1 125 127 0=128 2=2048 9=4
+BinaryOp                 Mul_58                   2 1 120_splitncnn_0 127 128 0=2
+BinaryOp                 Add_59                   2 1 128 116 129
+PReLU                    PRelu_60                 1 1 129 131 0=128
+Split                    splitncnn_8              1 3 131 131_splitncnn_0 131_splitncnn_1 131_splitncnn_2
+Interp                   Resize_62                1 1 109_splitncnn_0 141 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_64                   1 1 141 143 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_9              1 2 143 143_splitncnn_0 143_splitncnn_1
+rife.Warp                Warp_70                  2 1 131_splitncnn_2 143_splitncnn_1 f3
+Convolution              Conv_71                  1 1 131_splitncnn_1 150 0=256 1=3 3=2 4=1 6=294912
+Convolution              Conv_72                  1 1 131_splitncnn_0 151 0=256 1=3 3=2 4=1 5=1 6=294912
+PReLU                    PRelu_73                 1 1 151 153 0=256
+Convolution              Conv_74                  1 1 153 154 0=256 1=3 4=1 5=1 6=589824
+Split                    splitncnn_10             1 2 154 154_splitncnn_0 154_splitncnn_1
+Pooling                  ReduceMean_76            1 1 154_splitncnn_1 156 0=1 4=1
+InnerProduct             Conv_77                  1 1 156 159 0=16 2=4096 9=2 -23310=1,6.568319e-02
+InnerProduct             Conv_79                  1 1 159 161 0=256 2=4096 9=4
+BinaryOp                 Mul_81                   2 1 154_splitncnn_0 161 162 0=2
+BinaryOp                 Add_82                   2 1 162 150 163
+PReLU                    PRelu_83                 1 1 163 165 0=256
+Interp                   Resize_85                1 1 143_splitncnn_0 175 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_87                   1 1 175 177 0=2 1=1 2=5.000000e-01
+rife.Warp                Warp_93                  2 1 165 177 f4
--- a/models/rife/rife-HD/flownet.bin
+++ b/models/rife/rife-HD/flownet.bin
--- a/models/rife/rife-HD/flownet.param
+++ b/models/rife/rife-HD/flownet.param
@@ -0,0 +1,322 @@
+7767517
+320 386
+Input                    input0                   0 1 input0
+Input                    input1                   0 1 input1
+Concat                   input.1                  2 1 input0 input1 input.1
+Interp                   Resize_1                 1 1 input.1 454 0=2 1=5.000000e-01 2=5.000000e-01
+Split                    splitncnn_0              1 7 454 454_splitncnn_0 454_splitncnn_1 454_splitncnn_2 454_splitncnn_3 454_splitncnn_4 454_splitncnn_5 454_splitncnn_6
+Interp                   Resize_3                 1 1 454_splitncnn_6 464 0=2 1=1.250000e-01 2=1.250000e-01
+Convolution              Conv_4                   1 1 464 466 0=192 1=5 3=2 4=2 5=1 6=28800
+PReLU                    PRelu_6                  1 1 466 468 0=192
+Split                    splitncnn_1              1 2 468 468_splitncnn_0 468_splitncnn_1
+Convolution              Conv_7                   1 1 468_splitncnn_1 470 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_9                  1 1 470 472 0=192
+Convolution              Conv_10                  1 1 472 474 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_2              1 2 474 474_splitncnn_0 474_splitncnn_1
+Pooling                  ReduceMean_13            1 1 474_splitncnn_1 476 0=1 4=1
+InnerProduct             Conv_14                  1 1 476 479 0=16 2=3072 9=2 -23310=1,1.428942e-02
+InnerProduct             Conv_16                  1 1 479 481 0=192 2=3072 9=4
+BinaryOp                 Mul_18                   2 1 474_splitncnn_0 481 482 0=2
+BinaryOp                 Add_19                   2 1 482 468_splitncnn_0 483
+PReLU                    PRelu_20                 1 1 483 485 0=192
+Split                    splitncnn_3              1 2 485 485_splitncnn_0 485_splitncnn_1
+Convolution              Conv_21                  1 1 485_splitncnn_1 487 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_23                 1 1 487 489 0=192
+Convolution              Conv_24                  1 1 489 491 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_4              1 2 491 491_splitncnn_0 491_splitncnn_1
+Pooling                  ReduceMean_27            1 1 491_splitncnn_1 493 0=1 4=1
+InnerProduct             Conv_28                  1 1 493 496 0=16 2=3072 9=2 -23310=1,3.543398e-01
+InnerProduct             Conv_30                  1 1 496 498 0=192 2=3072 9=4
+BinaryOp                 Mul_32                   2 1 491_splitncnn_0 498 499 0=2
+BinaryOp                 Add_33                   2 1 499 485_splitncnn_0 500
+PReLU                    PRelu_34                 1 1 500 502 0=192
+Split                    splitncnn_5              1 2 502 502_splitncnn_0 502_splitncnn_1
+Convolution              Conv_35                  1 1 502_splitncnn_1 504 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_37                 1 1 504 506 0=192
+Convolution              Conv_38                  1 1 506 508 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_6              1 2 508 508_splitncnn_0 508_splitncnn_1
+Pooling                  ReduceMean_41            1 1 508_splitncnn_1 510 0=1 4=1
+InnerProduct             Conv_42                  1 1 510 513 0=16 2=3072 9=2 -23310=1,5.366787e-01
+InnerProduct             Conv_44                  1 1 513 515 0=192 2=3072 9=4
+BinaryOp                 Mul_46                   2 1 508_splitncnn_0 515 516 0=2
+BinaryOp                 Add_47                   2 1 516 502_splitncnn_0 517
+PReLU                    PRelu_48                 1 1 517 519 0=192
+Split                    splitncnn_7              1 2 519 519_splitncnn_0 519_splitncnn_1
+Convolution              Conv_49                  1 1 519_splitncnn_1 521 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_51                 1 1 521 523 0=192
+Convolution              Conv_52                  1 1 523 525 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_8              1 2 525 525_splitncnn_0 525_splitncnn_1
+Pooling                  ReduceMean_55            1 1 525_splitncnn_1 527 0=1 4=1
+InnerProduct             Conv_56                  1 1 527 530 0=16 2=3072 9=2 -23310=1,-4.889974e-03
+InnerProduct             Conv_58                  1 1 530 532 0=192 2=3072 9=4
+BinaryOp                 Mul_60                   2 1 525_splitncnn_0 532 533 0=2
+BinaryOp                 Add_61                   2 1 533 519_splitncnn_0 534
+PReLU                    PRelu_62                 1 1 534 536 0=192
+Split                    splitncnn_9              1 2 536 536_splitncnn_0 536_splitncnn_1
+Convolution              Conv_63                  1 1 536_splitncnn_1 538 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_65                 1 1 538 540 0=192
+Convolution              Conv_66                  1 1 540 542 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_10             1 2 542 542_splitncnn_0 542_splitncnn_1
+Pooling                  ReduceMean_69            1 1 542_splitncnn_1 544 0=1 4=1
+InnerProduct             Conv_70                  1 1 544 547 0=16 2=3072 9=2 -23310=1,-1.182169e-02
+InnerProduct             Conv_72                  1 1 547 549 0=192 2=3072 9=4
+BinaryOp                 Mul_74                   2 1 542_splitncnn_0 549 550 0=2
+BinaryOp                 Add_75                   2 1 550 536_splitncnn_0 551
+PReLU                    PRelu_76                 1 1 551 553 0=192
+Split                    splitncnn_11             1 2 553 553_splitncnn_0 553_splitncnn_1
+Convolution              Conv_77                  1 1 553_splitncnn_1 555 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_79                 1 1 555 557 0=192
+Convolution              Conv_80                  1 1 557 559 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_12             1 2 559 559_splitncnn_0 559_splitncnn_1
+Pooling                  ReduceMean_83            1 1 559_splitncnn_1 561 0=1 4=1
+InnerProduct             Conv_84                  1 1 561 564 0=16 2=3072 9=2 -23310=1,2.179182e-01
+InnerProduct             Conv_86                  1 1 564 566 0=192 2=3072 9=4
+BinaryOp                 Mul_88                   2 1 559_splitncnn_0 566 567 0=2
+BinaryOp                 Add_89                   2 1 567 553_splitncnn_0 568
+PReLU                    PRelu_90                 1 1 568 570 0=192
+Convolution              Conv_91                  1 1 570 571 0=8 1=3 4=1 5=1 6=13824
+PixelShuffle             DepthToSpace_92          1 1 571 572 0=2
+Interp                   Resize_94                1 1 572 582 0=2 1=8.000000e+00 2=8.000000e+00
+Split                    splitncnn_13             1 6 582 582_splitncnn_0 582_splitncnn_1 582_splitncnn_2 582_splitncnn_3 582_splitncnn_4 582_splitncnn_5
+Crop                     Slice_99                 1 1 454_splitncnn_5 587 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_105                 2 1 587 582_splitncnn_5 593
+Crop                     Slice_110                1 1 454_splitncnn_4 598 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_111                  1 1 582_splitncnn_4 599 0=1
+rife.Warp                Warp_117                 2 1 598 599 605
+Concat                   Concat_118               3 1 593 605 582_splitncnn_3 606
+Interp                   Resize_120               1 1 606 616 0=2 1=2.500000e-01 2=2.500000e-01
+Convolution              Conv_121                 1 1 616 618 0=128 1=5 3=2 4=2 5=1 6=25600
+PReLU                    PRelu_123                1 1 618 620 0=128
+Split                    splitncnn_14             1 2 620 620_splitncnn_0 620_splitncnn_1
+Convolution              Conv_124                 1 1 620_splitncnn_1 622 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_126                1 1 622 624 0=128
+Convolution              Conv_127                 1 1 624 626 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_15             1 2 626 626_splitncnn_0 626_splitncnn_1
+Pooling                  ReduceMean_130           1 1 626_splitncnn_1 628 0=1 4=1
+InnerProduct             Conv_131                 1 1 628 631 0=16 2=2048 9=2 -23310=1,-3.599843e-03
+InnerProduct             Conv_133                 1 1 631 633 0=128 2=2048 9=4
+BinaryOp                 Mul_135                  2 1 626_splitncnn_0 633 634 0=2
+BinaryOp                 Add_136                  2 1 634 620_splitncnn_0 635
+PReLU                    PRelu_137                1 1 635 637 0=128
+Split                    splitncnn_16             1 2 637 637_splitncnn_0 637_splitncnn_1
+Convolution              Conv_138                 1 1 637_splitncnn_1 639 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_140                1 1 639 641 0=128
+Convolution              Conv_141                 1 1 641 643 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_17             1 2 643 643_splitncnn_0 643_splitncnn_1
+Pooling                  ReduceMean_144           1 1 643_splitncnn_1 645 0=1 4=1
+InnerProduct             Conv_145                 1 1 645 648 0=16 2=2048 9=2 -23310=1,2.117399e-01
+InnerProduct             Conv_147                 1 1 648 650 0=128 2=2048 9=4
+BinaryOp                 Mul_149                  2 1 643_splitncnn_0 650 651 0=2
+BinaryOp                 Add_150                  2 1 651 637_splitncnn_0 652
+PReLU                    PRelu_151                1 1 652 654 0=128
+Split                    splitncnn_18             1 2 654 654_splitncnn_0 654_splitncnn_1
+Convolution              Conv_152                 1 1 654_splitncnn_1 656 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_154                1 1 656 658 0=128
+Convolution              Conv_155                 1 1 658 660 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_19             1 2 660 660_splitncnn_0 660_splitncnn_1
+Pooling                  ReduceMean_158           1 1 660_splitncnn_1 662 0=1 4=1
+InnerProduct             Conv_159                 1 1 662 665 0=16 2=2048 9=2 -23310=1,2.712289e-01
+InnerProduct             Conv_161                 1 1 665 667 0=128 2=2048 9=4
+BinaryOp                 Mul_163                  2 1 660_splitncnn_0 667 668 0=2
+BinaryOp                 Add_164                  2 1 668 654_splitncnn_0 669
+PReLU                    PRelu_165                1 1 669 671 0=128
+Split                    splitncnn_20             1 2 671 671_splitncnn_0 671_splitncnn_1
+Convolution              Conv_166                 1 1 671_splitncnn_1 673 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_168                1 1 673 675 0=128
+Convolution              Conv_169                 1 1 675 677 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_21             1 2 677 677_splitncnn_0 677_splitncnn_1
+Pooling                  ReduceMean_172           1 1 677_splitncnn_1 679 0=1 4=1
+InnerProduct             Conv_173                 1 1 679 682 0=16 2=2048 9=2 -23310=1,8.141350e-02
+InnerProduct             Conv_175                 1 1 682 684 0=128 2=2048 9=4
+BinaryOp                 Mul_177                  2 1 677_splitncnn_0 684 685 0=2
+BinaryOp                 Add_178                  2 1 685 671_splitncnn_0 686
+PReLU                    PRelu_179                1 1 686 688 0=128
+Split                    splitncnn_22             1 2 688 688_splitncnn_0 688_splitncnn_1
+Convolution              Conv_180                 1 1 688_splitncnn_1 690 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_182                1 1 690 692 0=128
+Convolution              Conv_183                 1 1 692 694 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_23             1 2 694 694_splitncnn_0 694_splitncnn_1
+Pooling                  ReduceMean_186           1 1 694_splitncnn_1 696 0=1 4=1
+InnerProduct             Conv_187                 1 1 696 699 0=16 2=2048 9=2 -23310=1,4.956326e-02
+InnerProduct             Conv_189                 1 1 699 701 0=128 2=2048 9=4
+BinaryOp                 Mul_191                  2 1 694_splitncnn_0 701 702 0=2
+BinaryOp                 Add_192                  2 1 702 688_splitncnn_0 703
+PReLU                    PRelu_193                1 1 703 705 0=128
+Split                    splitncnn_24             1 2 705 705_splitncnn_0 705_splitncnn_1
+Convolution              Conv_194                 1 1 705_splitncnn_1 707 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_196                1 1 707 709 0=128
+Convolution              Conv_197                 1 1 709 711 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_25             1 2 711 711_splitncnn_0 711_splitncnn_1
+Pooling                  ReduceMean_200           1 1 711_splitncnn_1 713 0=1 4=1
+InnerProduct             Conv_201                 1 1 713 716 0=16 2=2048 9=2 -23310=1,1.553750e-01
+InnerProduct             Conv_203                 1 1 716 718 0=128 2=2048 9=4
+BinaryOp                 Mul_205                  2 1 711_splitncnn_0 718 719 0=2
+BinaryOp                 Add_206                  2 1 719 705_splitncnn_0 720
+PReLU                    PRelu_207                1 1 720 722 0=128
+Convolution              Conv_208                 1 1 722 723 0=8 1=3 4=1 5=1 6=9216
+PixelShuffle             DepthToSpace_209         1 1 723 724 0=2
+Interp                   Resize_211               1 1 724 734 0=2 1=4.000000e+00 2=4.000000e+00
+Split                    splitncnn_26             1 3 734 734_splitncnn_0 734_splitncnn_1 734_splitncnn_2
+BinaryOp                 Add_212                  2 1 582_splitncnn_2 734_splitncnn_2 735
+Split                    splitncnn_27             1 3 735 735_splitncnn_0 735_splitncnn_1 735_splitncnn_2
+Crop                     Slice_217                1 1 454_splitncnn_3 740 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_223                 2 1 740 735_splitncnn_2 746
+Crop                     Slice_228                1 1 454_splitncnn_2 751 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_229                  1 1 735_splitncnn_1 752 0=1
+rife.Warp                Warp_235                 2 1 751 752 758
+Concat                   Concat_236               3 1 746 758 735_splitncnn_0 759
+Interp                   Resize_238               1 1 759 769 0=2 1=5.000000e-01 2=5.000000e-01
+Convolution              Conv_239                 1 1 769 771 0=96 1=5 3=2 4=2 5=1 6=19200
+PReLU                    PRelu_241                1 1 771 773 0=96
+Split                    splitncnn_28             1 2 773 773_splitncnn_0 773_splitncnn_1
+Convolution              Conv_242                 1 1 773_splitncnn_1 775 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_244                1 1 775 777 0=96
+Convolution              Conv_245                 1 1 777 779 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_29             1 2 779 779_splitncnn_0 779_splitncnn_1
+Pooling                  ReduceMean_248           1 1 779_splitncnn_1 781 0=1 4=1
+InnerProduct             Conv_249                 1 1 781 784 0=16 2=1536 9=2 -23310=1,1.670981e-03
+InnerProduct             Conv_251                 1 1 784 786 0=96 2=1536 9=4
+BinaryOp                 Mul_253                  2 1 779_splitncnn_0 786 787 0=2
+BinaryOp                 Add_254                  2 1 787 773_splitncnn_0 788
+PReLU                    PRelu_255                1 1 788 790 0=96
+Split                    splitncnn_30             1 2 790 790_splitncnn_0 790_splitncnn_1
+Convolution              Conv_256                 1 1 790_splitncnn_1 792 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_258                1 1 792 794 0=96
+Convolution              Conv_259                 1 1 794 796 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_31             1 2 796 796_splitncnn_0 796_splitncnn_1
+Pooling                  ReduceMean_262           1 1 796_splitncnn_1 798 0=1 4=1
+InnerProduct             Conv_263                 1 1 798 801 0=16 2=1536 9=2 -23310=1,3.868800e-01
+InnerProduct             Conv_265                 1 1 801 803 0=96 2=1536 9=4
+BinaryOp                 Mul_267                  2 1 796_splitncnn_0 803 804 0=2
+BinaryOp                 Add_268                  2 1 804 790_splitncnn_0 805
+PReLU                    PRelu_269                1 1 805 807 0=96
+Split                    splitncnn_32             1 2 807 807_splitncnn_0 807_splitncnn_1
+Convolution              Conv_270                 1 1 807_splitncnn_1 809 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_272                1 1 809 811 0=96
+Convolution              Conv_273                 1 1 811 813 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_33             1 2 813 813_splitncnn_0 813_splitncnn_1
+Pooling                  ReduceMean_276           1 1 813_splitncnn_1 815 0=1 4=1
+InnerProduct             Conv_277                 1 1 815 818 0=16 2=1536 9=2 -23310=1,3.475277e-01
+InnerProduct             Conv_279                 1 1 818 820 0=96 2=1536 9=4
+BinaryOp                 Mul_281                  2 1 813_splitncnn_0 820 821 0=2
+BinaryOp                 Add_282                  2 1 821 807_splitncnn_0 822
+PReLU                    PRelu_283                1 1 822 824 0=96
+Split                    splitncnn_34             1 2 824 824_splitncnn_0 824_splitncnn_1
+Convolution              Conv_284                 1 1 824_splitncnn_1 826 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_286                1 1 826 828 0=96
+Convolution              Conv_287                 1 1 828 830 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_35             1 2 830 830_splitncnn_0 830_splitncnn_1
+Pooling                  ReduceMean_290           1 1 830_splitncnn_1 832 0=1 4=1
+InnerProduct             Conv_291                 1 1 832 835 0=16 2=1536 9=2 -23310=1,7.044167e-02
+InnerProduct             Conv_293                 1 1 835 837 0=96 2=1536 9=4
+BinaryOp                 Mul_295                  2 1 830_splitncnn_0 837 838 0=2
+BinaryOp                 Add_296                  2 1 838 824_splitncnn_0 839
+PReLU                    PRelu_297                1 1 839 841 0=96
+Split                    splitncnn_36             1 2 841 841_splitncnn_0 841_splitncnn_1
+Convolution              Conv_298                 1 1 841_splitncnn_1 843 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_300                1 1 843 845 0=96
+Convolution              Conv_301                 1 1 845 847 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_37             1 2 847 847_splitncnn_0 847_splitncnn_1
+Pooling                  ReduceMean_304           1 1 847_splitncnn_1 849 0=1 4=1
+InnerProduct             Conv_305                 1 1 849 852 0=16 2=1536 9=2 -23310=1,1.834324e-01
+InnerProduct             Conv_307                 1 1 852 854 0=96 2=1536 9=4
+BinaryOp                 Mul_309                  2 1 847_splitncnn_0 854 855 0=2
+BinaryOp                 Add_310                  2 1 855 841_splitncnn_0 856
+PReLU                    PRelu_311                1 1 856 858 0=96
+Split                    splitncnn_38             1 2 858 858_splitncnn_0 858_splitncnn_1
+Convolution              Conv_312                 1 1 858_splitncnn_1 860 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_314                1 1 860 862 0=96
+Convolution              Conv_315                 1 1 862 864 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_39             1 2 864 864_splitncnn_0 864_splitncnn_1
+Pooling                  ReduceMean_318           1 1 864_splitncnn_1 866 0=1 4=1
+InnerProduct             Conv_319                 1 1 866 869 0=16 2=1536 9=2 -23310=1,3.572731e-01
+InnerProduct             Conv_321                 1 1 869 871 0=96 2=1536 9=4
+BinaryOp                 Mul_323                  2 1 864_splitncnn_0 871 872 0=2
+BinaryOp                 Add_324                  2 1 872 858_splitncnn_0 873
+PReLU                    PRelu_325                1 1 873 875 0=96
+Convolution              Conv_326                 1 1 875 876 0=8 1=3 4=1 5=1 6=6912
+PixelShuffle             DepthToSpace_327         1 1 876 877 0=2
+Interp                   Resize_329               1 1 877 887 0=2 1=2.000000e+00 2=2.000000e+00
+Split                    splitncnn_40             1 2 887 887_splitncnn_0 887_splitncnn_1
+BinaryOp                 Add_330                  2 1 582_splitncnn_1 734_splitncnn_1 888
+BinaryOp                 Add_331                  2 1 888 887_splitncnn_1 889
+Split                    splitncnn_41             1 3 889 889_splitncnn_0 889_splitncnn_1 889_splitncnn_2
+Crop                     Slice_336                1 1 454_splitncnn_1 894 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_342                 2 1 894 889_splitncnn_2 900
+Crop                     Slice_347                1 1 454_splitncnn_0 905 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_348                  1 1 889_splitncnn_1 906 0=1
+rife.Warp                Warp_354                 2 1 905 906 912
+Concat                   Concat_355               3 1 900 912 889_splitncnn_0 913
+Convolution              Conv_356                 1 1 913 915 0=48 1=5 3=2 4=2 5=1 6=9600
+PReLU                    PRelu_358                1 1 915 917 0=48
+Split                    splitncnn_42             1 2 917 917_splitncnn_0 917_splitncnn_1
+Convolution              Conv_359                 1 1 917_splitncnn_1 919 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_361                1 1 919 921 0=48
+Convolution              Conv_362                 1 1 921 923 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_43             1 2 923 923_splitncnn_0 923_splitncnn_1
+Pooling                  ReduceMean_365           1 1 923_splitncnn_1 925 0=1 4=1
+InnerProduct             Conv_366                 1 1 925 928 0=16 2=768 9=2 -23310=1,2.075541e-02
+InnerProduct             Conv_368                 1 1 928 930 0=48 2=768 9=4
+BinaryOp                 Mul_370                  2 1 923_splitncnn_0 930 931 0=2
+BinaryOp                 Add_371                  2 1 931 917_splitncnn_0 932
+PReLU                    PRelu_372                1 1 932 934 0=48
+Split                    splitncnn_44             1 2 934 934_splitncnn_0 934_splitncnn_1
+Convolution              Conv_373                 1 1 934_splitncnn_1 936 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_375                1 1 936 938 0=48
+Convolution              Conv_376                 1 1 938 940 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_45             1 2 940 940_splitncnn_0 940_splitncnn_1
+Pooling                  ReduceMean_379           1 1 940_splitncnn_1 942 0=1 4=1
+InnerProduct             Conv_380                 1 1 942 945 0=16 2=768 9=2 -23310=1,7.201483e-01
+InnerProduct             Conv_382                 1 1 945 947 0=48 2=768 9=4
+BinaryOp                 Mul_384                  2 1 940_splitncnn_0 947 948 0=2
+BinaryOp                 Add_385                  2 1 948 934_splitncnn_0 949
+PReLU                    PRelu_386                1 1 949 951 0=48
+Split                    splitncnn_46             1 2 951 951_splitncnn_0 951_splitncnn_1
+Convolution              Conv_387                 1 1 951_splitncnn_1 953 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_389                1 1 953 955 0=48
+Convolution              Conv_390                 1 1 955 957 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_47             1 2 957 957_splitncnn_0 957_splitncnn_1
+Pooling                  ReduceMean_393           1 1 957_splitncnn_1 959 0=1 4=1
+InnerProduct             Conv_394                 1 1 959 962 0=16 2=768 9=2 -23310=1,2.671039e-01
+InnerProduct             Conv_396                 1 1 962 964 0=48 2=768 9=4
+BinaryOp                 Mul_398                  2 1 957_splitncnn_0 964 965 0=2
+BinaryOp                 Add_399                  2 1 965 951_splitncnn_0 966
+PReLU                    PRelu_400                1 1 966 968 0=48
+Split                    splitncnn_48             1 2 968 968_splitncnn_0 968_splitncnn_1
+Convolution              Conv_401                 1 1 968_splitncnn_1 970 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_403                1 1 970 972 0=48
+Convolution              Conv_404                 1 1 972 974 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_49             1 2 974 974_splitncnn_0 974_splitncnn_1
+Pooling                  ReduceMean_407           1 1 974_splitncnn_1 976 0=1 4=1
+InnerProduct             Conv_408                 1 1 976 979 0=16 2=768 9=2 -23310=1,1.908224e-01
+InnerProduct             Conv_410                 1 1 979 981 0=48 2=768 9=4
+BinaryOp                 Mul_412                  2 1 974_splitncnn_0 981 982 0=2
+BinaryOp                 Add_413                  2 1 982 968_splitncnn_0 983
+PReLU                    PRelu_414                1 1 983 985 0=48
+Split                    splitncnn_50             1 2 985 985_splitncnn_0 985_splitncnn_1
+Convolution              Conv_415                 1 1 985_splitncnn_1 987 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_417                1 1 987 989 0=48
+Convolution              Conv_418                 1 1 989 991 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_51             1 2 991 991_splitncnn_0 991_splitncnn_1
+Pooling                  ReduceMean_421           1 1 991_splitncnn_1 993 0=1 4=1
+InnerProduct             Conv_422                 1 1 993 996 0=16 2=768 9=2 -23310=1,6.525763e-01
+InnerProduct             Conv_424                 1 1 996 998 0=48 2=768 9=4
+BinaryOp                 Mul_426                  2 1 991_splitncnn_0 998 999 0=2
+BinaryOp                 Add_427                  2 1 999 985_splitncnn_0 1000
+PReLU                    PRelu_428                1 1 1000 1002 0=48
+Split                    splitncnn_52             1 2 1002 1002_splitncnn_0 1002_splitncnn_1
+Convolution              Conv_429                 1 1 1002_splitncnn_1 1004 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_431                1 1 1004 1006 0=48
+Convolution              Conv_432                 1 1 1006 1008 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_53             1 2 1008 1008_splitncnn_0 1008_splitncnn_1
+Pooling                  ReduceMean_435           1 1 1008_splitncnn_1 1010 0=1 4=1
+InnerProduct             Conv_436                 1 1 1010 1013 0=16 2=768 9=2 -23310=1,5.485489e-01
+InnerProduct             Conv_438                 1 1 1013 1015 0=48 2=768 9=4
+BinaryOp                 Mul_440                  2 1 1008_splitncnn_0 1015 1016 0=2
+BinaryOp                 Add_441                  2 1 1016 1002_splitncnn_0 1017
+PReLU                    PRelu_442                1 1 1017 1019 0=48
+Convolution              Conv_443                 1 1 1019 1020 0=8 1=3 4=1 5=1 6=3456
+PixelShuffle             DepthToSpace_444         1 1 1020 1021 0=2
+BinaryOp                 Add_445                  2 1 582_splitncnn_0 734_splitncnn_0 1022
+BinaryOp                 Add_446                  2 1 1022 887_splitncnn_0 1023
+BinaryOp                 Add_447                  2 1 1023 1021 flow
--- a/models/rife/rife-HD/fusionnet.bin
+++ b/models/rife/rife-HD/fusionnet.bin
--- a/models/rife/rife-HD/fusionnet.param
+++ b/models/rife/rife-HD/fusionnet.param
@@ -0,0 +1,105 @@
+7767517
+103 120
+Input                    img0                     0 1 img0
+Input                    img1                     0 1 img1
+Input                    flow                     0 1 flow
+Input                    3                        0 1 3
+Input                    4                        0 1 4
+Input                    5                        0 1 5
+Input                    6                        0 1 6
+Input                    7                        0 1 7
+Input                    8                        0 1 8
+Input                    9                        0 1 9
+Input                    10                       0 1 10
+Interp                   Resize_1                 1 1 flow 77 0=2 1=2.000000e+00 2=2.000000e+00
+BinaryOp                 Mul_3                    1 1 77 79 0=2 1=1 2=2.000000e+00
+Split                    splitncnn_0              1 3 79 79_splitncnn_0 79_splitncnn_1 79_splitncnn_2
+rife.Warp                Warp_9                   2 1 img0 79_splitncnn_2 85
+Split                    splitncnn_1              1 2 85 85_splitncnn_0 85_splitncnn_1
+UnaryOp                  Neg_10                   1 1 79_splitncnn_1 86 0=1
+rife.Warp                Warp_16                  2 1 img1 86 92
+Split                    splitncnn_2              1 2 92 92_splitncnn_0 92_splitncnn_1
+Concat                   Concat_17                3 1 85_splitncnn_1 92_splitncnn_1 79_splitncnn_0 93
+Convolution              Conv_18                  1 1 93 94 0=32 1=3 3=2 4=1 5=1 6=2304
+PReLU                    PRelu_19                 1 1 94 96 0=32
+Split                    splitncnn_3              1 2 96 96_splitncnn_0 96_splitncnn_1
+Convolution              Conv_20                  1 1 96_splitncnn_1 97 0=64 1=3 3=2 4=1 6=18432
+Convolution              Conv_21                  1 1 96_splitncnn_0 98 0=64 1=3 3=2 4=1 5=1 6=18432
+PReLU                    PRelu_22                 1 1 98 100 0=64
+Convolution              Conv_23                  1 1 100 101 0=64 1=3 4=1 5=1 6=36864
+Split                    splitncnn_4              1 2 101 101_splitncnn_0 101_splitncnn_1
+Pooling                  ReduceMean_25            1 1 101_splitncnn_1 103 0=1 4=1
+InnerProduct             Conv_26                  1 1 103 106 0=16 2=1024 9=2 -23310=1,1.541520e-01
+InnerProduct             Conv_28                  1 1 106 108 0=64 2=1024 9=4
+BinaryOp                 Mul_30                   2 1 101_splitncnn_0 108 109 0=2
+BinaryOp                 Add_31                   2 1 109 97 110
+PReLU                    PRelu_32                 1 1 110 112 0=64
+Split                    splitncnn_5              1 2 112 112_splitncnn_0 112_splitncnn_1
+Concat                   Concat_33                3 1 112_splitncnn_1 3 7 113
+Split                    splitncnn_6              1 2 113 113_splitncnn_0 113_splitncnn_1
+Convolution              Conv_34                  1 1 113_splitncnn_1 114 0=128 1=3 3=2 4=1 6=147456
+Convolution              Conv_35                  1 1 113_splitncnn_0 115 0=128 1=3 3=2 4=1 5=1 6=147456
+PReLU                    PRelu_36                 1 1 115 117 0=128
+Convolution              Conv_37                  1 1 117 118 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_7              1 2 118 118_splitncnn_0 118_splitncnn_1
+Pooling                  ReduceMean_39            1 1 118_splitncnn_1 120 0=1 4=1
+InnerProduct             Conv_40                  1 1 120 123 0=16 2=2048 9=2 -23310=1,4.722085e-02
+InnerProduct             Conv_42                  1 1 123 125 0=128 2=2048 9=4
+BinaryOp                 Mul_44                   2 1 118_splitncnn_0 125 126 0=2
+BinaryOp                 Add_45                   2 1 126 114 127
+PReLU                    PRelu_46                 1 1 127 129 0=128
+Split                    splitncnn_8              1 2 129 129_splitncnn_0 129_splitncnn_1
+Concat                   Concat_47                3 1 129_splitncnn_1 4 8 130
+Split                    splitncnn_9              1 2 130 130_splitncnn_0 130_splitncnn_1
+Convolution              Conv_48                  1 1 130_splitncnn_1 131 0=256 1=3 3=2 4=1 6=589824
+Convolution              Conv_49                  1 1 130_splitncnn_0 132 0=256 1=3 3=2 4=1 5=1 6=589824
+PReLU                    PRelu_50                 1 1 132 134 0=256
+Convolution              Conv_51                  1 1 134 135 0=256 1=3 4=1 5=1 6=589824
+Split                    splitncnn_10             1 2 135 135_splitncnn_0 135_splitncnn_1
+Pooling                  ReduceMean_53            1 1 135_splitncnn_1 137 0=1 4=1
+InnerProduct             Conv_54                  1 1 137 140 0=16 2=4096 9=2 -23310=1,8.144739e-02
+InnerProduct             Conv_56                  1 1 140 142 0=256 2=4096 9=4
+BinaryOp                 Mul_58                   2 1 135_splitncnn_0 142 143 0=2
+BinaryOp                 Add_59                   2 1 143 131 144
+PReLU                    PRelu_60                 1 1 144 146 0=256
+Split                    splitncnn_11             1 2 146 146_splitncnn_0 146_splitncnn_1
+Concat                   Concat_61                3 1 146_splitncnn_1 5 9 147
+Split                    splitncnn_12             1 2 147 147_splitncnn_0 147_splitncnn_1
+Convolution              Conv_62                  1 1 147_splitncnn_1 148 0=512 1=3 3=2 4=1 6=2359296
+Convolution              Conv_63                  1 1 147_splitncnn_0 149 0=512 1=3 3=2 4=1 5=1 6=2359296
+PReLU                    PRelu_64                 1 1 149 151 0=512
+Convolution              Conv_65                  1 1 151 152 0=512 1=3 4=1 5=1 6=2359296
+Split                    splitncnn_13             1 2 152 152_splitncnn_0 152_splitncnn_1
+Pooling                  ReduceMean_67            1 1 152_splitncnn_1 154 0=1 4=1
+InnerProduct             Conv_68                  1 1 154 157 0=16 2=8192 9=2 -23310=1,7.700763e-02
+InnerProduct             Conv_70                  1 1 157 159 0=512 2=8192 9=4
+BinaryOp                 Mul_72                   2 1 152_splitncnn_0 159 160 0=2
+BinaryOp                 Add_73                   2 1 160 148 161
+PReLU                    PRelu_74                 1 1 161 163 0=512
+Concat                   Concat_75                3 1 163 6 10 164
+Deconvolution            ConvTranspose_76         1 1 164 165 0=256 1=4 3=2 4=1 5=1 6=4194304
+PReLU                    PRelu_77                 1 1 165 167 0=256
+Concat                   Concat_78                2 1 167 146_splitncnn_0 168
+Deconvolution            ConvTranspose_79         1 1 168 169 0=128 1=4 3=2 4=1 5=1 6=1048576
+PReLU                    PRelu_80                 1 1 169 171 0=128
+Concat                   Concat_81                2 1 171 129_splitncnn_0 172
+Deconvolution            ConvTranspose_82         1 1 172 173 0=64 1=4 3=2 4=1 5=1 6=262144
+PReLU                    PRelu_83                 1 1 173 175 0=64
+Concat                   Concat_84                2 1 175 112_splitncnn_0 176
+Deconvolution            ConvTranspose_85         1 1 176 177 0=32 1=4 3=2 4=1 5=1 6=65536
+PReLU                    PRelu_86                 1 1 177 179 0=32
+Convolution              Conv_87                  1 1 179 180 0=16 1=3 4=1 5=1 6=4608
+PixelShuffle             DepthToSpace_88          1 1 180 181 0=2
+Sigmoid                  Sigmoid_89               1 1 181 182
+Split                    splitncnn_14             1 2 182 182_splitncnn_0 182_splitncnn_1
+Crop                     Slice_94                 1 1 182_splitncnn_1 187 -23309=1,0 -23310=1,3 -23311=1,0
+BinaryOp                 Mul_96                   1 1 187 189 0=2 1=1 2=2.000000e+00
+BinaryOp                 Sub_98                   1 1 189 191 0=1 1=1 2=1.000000e+00
+Crop                     Slice_103                1 1 182_splitncnn_0 196 -23309=1,3 -23310=1,4 -23311=1,0
+Split                    splitncnn_15             1 2 196 196_splitncnn_0 196_splitncnn_1
+BinaryOp                 Mul_104                  2 1 85_splitncnn_0 196_splitncnn_1 197 0=2
+BinaryOp                 Sub_106                  1 1 196_splitncnn_0 199 0=7 1=1 2=1.000000e+00
+BinaryOp                 Mul_107                  2 1 92_splitncnn_0 199 200 0=2
+BinaryOp                 Add_108                  2 1 197 200 201
+BinaryOp                 Add_109                  2 1 201 191 202
+Clip                     Clip_110                 1 1 202 output 0=0.000000e+00 1=1.000000e+00
--- a/models/rife/rife-UHD/contextnet.bin
+++ b/models/rife/rife-UHD/contextnet.bin
--- a/models/rife/rife-UHD/contextnet.param
+++ b/models/rife/rife-UHD/contextnet.param
@@ -0,0 +1,70 @@
+7767517
+68 82
+Input                    input.1                  0 1 input.1
+Input                    flow.1                   0 1 flow.1
+UnaryOp                  flow.0                   1 1 flow.1 flow.0 0=1
+Convolution              Conv_0                   1 1 input.1 45 0=32 1=3 3=2 4=1 5=1 6=864
+PReLU                    PRelu_1                  1 1 45 47 0=32
+Split                    splitncnn_0              1 2 47 47_splitncnn_0 47_splitncnn_1
+Convolution              Conv_2                   1 1 47_splitncnn_1 48 0=32 1=3 3=2 4=1 6=9216
+Convolution              Conv_3                   1 1 47_splitncnn_0 49 0=32 1=3 3=2 4=1 5=1 6=9216
+PReLU                    PRelu_4                  1 1 49 51 0=32
+Convolution              Conv_5                   1 1 51 52 0=32 1=3 4=1 5=1 6=9216
+Split                    splitncnn_1              1 2 52 52_splitncnn_0 52_splitncnn_1
+Pooling                  ReduceMean_7             1 1 52_splitncnn_1 54 0=1 4=1
+InnerProduct             Conv_8                   1 1 54 57 0=16 2=512 9=2 -23310=1,1.143919e+00
+InnerProduct             Conv_10                  1 1 57 59 0=32 2=512 9=4
+BinaryOp                 Mul_12                   2 1 52_splitncnn_0 59 60 0=2
+BinaryOp                 Add_13                   2 1 60 48 61
+PReLU                    PRelu_14                 1 1 61 63 0=32
+Split                    splitncnn_2              1 3 63 63_splitncnn_0 63_splitncnn_1 63_splitncnn_2
+Interp                   Resize_16                1 1 flow.0 73 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_18                   1 1 73 75 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_3              1 2 75 75_splitncnn_0 75_splitncnn_1
+rife.Warp                Warp_24                  2 1 63_splitncnn_2 75_splitncnn_1 f1
+Convolution              Conv_25                  1 1 63_splitncnn_1 82 0=64 1=3 3=2 4=1 6=18432
+Convolution              Conv_26                  1 1 63_splitncnn_0 83 0=64 1=3 3=2 4=1 5=1 6=18432
+PReLU                    PRelu_27                 1 1 83 85 0=64
+Convolution              Conv_28                  1 1 85 86 0=64 1=3 4=1 5=1 6=36864
+Split                    splitncnn_4              1 2 86 86_splitncnn_0 86_splitncnn_1
+Pooling                  ReduceMean_30            1 1 86_splitncnn_1 88 0=1 4=1
+InnerProduct             Conv_31                  1 1 88 91 0=16 2=1024 9=2 -23310=1,3.006833e-01
+InnerProduct             Conv_33                  1 1 91 93 0=64 2=1024 9=4
+BinaryOp                 Mul_35                   2 1 86_splitncnn_0 93 94 0=2
+BinaryOp                 Add_36                   2 1 94 82 95
+PReLU                    PRelu_37                 1 1 95 97 0=64
+Split                    splitncnn_5              1 3 97 97_splitncnn_0 97_splitncnn_1 97_splitncnn_2
+Interp                   Resize_39                1 1 75_splitncnn_0 107 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_41                   1 1 107 109 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_6              1 2 109 109_splitncnn_0 109_splitncnn_1
+rife.Warp                Warp_47                  2 1 97_splitncnn_2 109_splitncnn_1 f2
+Convolution              Conv_48                  1 1 97_splitncnn_1 116 0=128 1=3 3=2 4=1 6=73728
+Convolution              Conv_49                  1 1 97_splitncnn_0 117 0=128 1=3 3=2 4=1 5=1 6=73728
+PReLU                    PRelu_50                 1 1 117 119 0=128
+Convolution              Conv_51                  1 1 119 120 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_7              1 2 120 120_splitncnn_0 120_splitncnn_1
+Pooling                  ReduceMean_53            1 1 120_splitncnn_1 122 0=1 4=1
+InnerProduct             Conv_54                  1 1 122 125 0=16 2=2048 9=2 -23310=1,7.002444e-02
+InnerProduct             Conv_56                  1 1 125 127 0=128 2=2048 9=4
+BinaryOp                 Mul_58                   2 1 120_splitncnn_0 127 128 0=2
+BinaryOp                 Add_59                   2 1 128 116 129
+PReLU                    PRelu_60                 1 1 129 131 0=128
+Split                    splitncnn_8              1 3 131 131_splitncnn_0 131_splitncnn_1 131_splitncnn_2
+Interp                   Resize_62                1 1 109_splitncnn_0 141 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_64                   1 1 141 143 0=2 1=1 2=5.000000e-01
+Split                    splitncnn_9              1 2 143 143_splitncnn_0 143_splitncnn_1
+rife.Warp                Warp_70                  2 1 131_splitncnn_2 143_splitncnn_1 f3
+Convolution              Conv_71                  1 1 131_splitncnn_1 150 0=256 1=3 3=2 4=1 6=294912
+Convolution              Conv_72                  1 1 131_splitncnn_0 151 0=256 1=3 3=2 4=1 5=1 6=294912
+PReLU                    PRelu_73                 1 1 151 153 0=256
+Convolution              Conv_74                  1 1 153 154 0=256 1=3 4=1 5=1 6=589824
+Split                    splitncnn_10             1 2 154 154_splitncnn_0 154_splitncnn_1
+Pooling                  ReduceMean_76            1 1 154_splitncnn_1 156 0=1 4=1
+InnerProduct             Conv_77                  1 1 156 159 0=16 2=4096 9=2 -23310=1,6.568319e-02
+InnerProduct             Conv_79                  1 1 159 161 0=256 2=4096 9=4
+BinaryOp                 Mul_81                   2 1 154_splitncnn_0 161 162 0=2
+BinaryOp                 Add_82                   2 1 162 150 163
+PReLU                    PRelu_83                 1 1 163 165 0=256
+Interp                   Resize_85                1 1 143_splitncnn_0 175 0=2 1=5.000000e-01 2=5.000000e-01
+BinaryOp                 Mul_87                   1 1 175 177 0=2 1=1 2=5.000000e-01
+rife.Warp                Warp_93                  2 1 165 177 f4
--- a/models/rife/rife-UHD/flownet.bin
+++ b/models/rife/rife-UHD/flownet.bin
--- a/models/rife/rife-UHD/flownet.param
+++ b/models/rife/rife-UHD/flownet.param
@@ -0,0 +1,322 @@
+7767517
+320 386
+Input                    input0                   0 1 input0
+Input                    input1                   0 1 input1
+Concat                   input.1                  2 1 input0 input1 input.1
+Interp                   Resize_1                 1 1 input.1 454 0=2 1=5.000000e-01 2=5.000000e-01
+Split                    splitncnn_0              1 7 454 454_splitncnn_0 454_splitncnn_1 454_splitncnn_2 454_splitncnn_3 454_splitncnn_4 454_splitncnn_5 454_splitncnn_6
+Interp                   Resize_3                 1 1 454_splitncnn_6 464 0=2 1=1.250000e-01 2=1.250000e-01
+Convolution              Conv_4                   1 1 464 466 0=192 1=5 3=2 4=2 5=1 6=28800
+PReLU                    PRelu_6                  1 1 466 468 0=192
+Split                    splitncnn_1              1 2 468 468_splitncnn_0 468_splitncnn_1
+Convolution              Conv_7                   1 1 468_splitncnn_1 470 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_9                  1 1 470 472 0=192
+Convolution              Conv_10                  1 1 472 474 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_2              1 2 474 474_splitncnn_0 474_splitncnn_1
+Pooling                  ReduceMean_13            1 1 474_splitncnn_1 476 0=1 4=1
+InnerProduct             Conv_14                  1 1 476 479 0=16 2=3072 9=2 -23310=1,1.428942e-02
+InnerProduct             Conv_16                  1 1 479 481 0=192 2=3072 9=4
+BinaryOp                 Mul_18                   2 1 474_splitncnn_0 481 482 0=2
+BinaryOp                 Add_19                   2 1 482 468_splitncnn_0 483
+PReLU                    PRelu_20                 1 1 483 485 0=192
+Split                    splitncnn_3              1 2 485 485_splitncnn_0 485_splitncnn_1
+Convolution              Conv_21                  1 1 485_splitncnn_1 487 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_23                 1 1 487 489 0=192
+Convolution              Conv_24                  1 1 489 491 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_4              1 2 491 491_splitncnn_0 491_splitncnn_1
+Pooling                  ReduceMean_27            1 1 491_splitncnn_1 493 0=1 4=1
+InnerProduct             Conv_28                  1 1 493 496 0=16 2=3072 9=2 -23310=1,3.543398e-01
+InnerProduct             Conv_30                  1 1 496 498 0=192 2=3072 9=4
+BinaryOp                 Mul_32                   2 1 491_splitncnn_0 498 499 0=2
+BinaryOp                 Add_33                   2 1 499 485_splitncnn_0 500
+PReLU                    PRelu_34                 1 1 500 502 0=192
+Split                    splitncnn_5              1 2 502 502_splitncnn_0 502_splitncnn_1
+Convolution              Conv_35                  1 1 502_splitncnn_1 504 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_37                 1 1 504 506 0=192
+Convolution              Conv_38                  1 1 506 508 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_6              1 2 508 508_splitncnn_0 508_splitncnn_1
+Pooling                  ReduceMean_41            1 1 508_splitncnn_1 510 0=1 4=1
+InnerProduct             Conv_42                  1 1 510 513 0=16 2=3072 9=2 -23310=1,5.366787e-01
+InnerProduct             Conv_44                  1 1 513 515 0=192 2=3072 9=4
+BinaryOp                 Mul_46                   2 1 508_splitncnn_0 515 516 0=2
+BinaryOp                 Add_47                   2 1 516 502_splitncnn_0 517
+PReLU                    PRelu_48                 1 1 517 519 0=192
+Split                    splitncnn_7              1 2 519 519_splitncnn_0 519_splitncnn_1
+Convolution              Conv_49                  1 1 519_splitncnn_1 521 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_51                 1 1 521 523 0=192
+Convolution              Conv_52                  1 1 523 525 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_8              1 2 525 525_splitncnn_0 525_splitncnn_1
+Pooling                  ReduceMean_55            1 1 525_splitncnn_1 527 0=1 4=1
+InnerProduct             Conv_56                  1 1 527 530 0=16 2=3072 9=2 -23310=1,-4.889974e-03
+InnerProduct             Conv_58                  1 1 530 532 0=192 2=3072 9=4
+BinaryOp                 Mul_60                   2 1 525_splitncnn_0 532 533 0=2
+BinaryOp                 Add_61                   2 1 533 519_splitncnn_0 534
+PReLU                    PRelu_62                 1 1 534 536 0=192
+Split                    splitncnn_9              1 2 536 536_splitncnn_0 536_splitncnn_1
+Convolution              Conv_63                  1 1 536_splitncnn_1 538 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_65                 1 1 538 540 0=192
+Convolution              Conv_66                  1 1 540 542 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_10             1 2 542 542_splitncnn_0 542_splitncnn_1
+Pooling                  ReduceMean_69            1 1 542_splitncnn_1 544 0=1 4=1
+InnerProduct             Conv_70                  1 1 544 547 0=16 2=3072 9=2 -23310=1,-1.182169e-02
+InnerProduct             Conv_72                  1 1 547 549 0=192 2=3072 9=4
+BinaryOp                 Mul_74                   2 1 542_splitncnn_0 549 550 0=2
+BinaryOp                 Add_75                   2 1 550 536_splitncnn_0 551
+PReLU                    PRelu_76                 1 1 551 553 0=192
+Split                    splitncnn_11             1 2 553 553_splitncnn_0 553_splitncnn_1
+Convolution              Conv_77                  1 1 553_splitncnn_1 555 0=192 1=5 4=2 5=1 6=921600
+PReLU                    PRelu_79                 1 1 555 557 0=192
+Convolution              Conv_80                  1 1 557 559 0=192 1=3 4=1 5=1 6=331776
+Split                    splitncnn_12             1 2 559 559_splitncnn_0 559_splitncnn_1
+Pooling                  ReduceMean_83            1 1 559_splitncnn_1 561 0=1 4=1
+InnerProduct             Conv_84                  1 1 561 564 0=16 2=3072 9=2 -23310=1,2.179182e-01
+InnerProduct             Conv_86                  1 1 564 566 0=192 2=3072 9=4
+BinaryOp                 Mul_88                   2 1 559_splitncnn_0 566 567 0=2
+BinaryOp                 Add_89                   2 1 567 553_splitncnn_0 568
+PReLU                    PRelu_90                 1 1 568 570 0=192
+Convolution              Conv_91                  1 1 570 571 0=8 1=3 4=1 5=1 6=13824
+PixelShuffle             DepthToSpace_92          1 1 571 572 0=2
+Interp                   Resize_94                1 1 572 582 0=2 1=8.000000e+00 2=8.000000e+00
+Split                    splitncnn_13             1 6 582 582_splitncnn_0 582_splitncnn_1 582_splitncnn_2 582_splitncnn_3 582_splitncnn_4 582_splitncnn_5
+Crop                     Slice_99                 1 1 454_splitncnn_5 587 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_105                 2 1 587 582_splitncnn_5 593
+Crop                     Slice_110                1 1 454_splitncnn_4 598 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_111                  1 1 582_splitncnn_4 599 0=1
+rife.Warp                Warp_117                 2 1 598 599 605
+Concat                   Concat_118               3 1 593 605 582_splitncnn_3 606
+Interp                   Resize_120               1 1 606 616 0=2 1=2.500000e-01 2=2.500000e-01
+Convolution              Conv_121                 1 1 616 618 0=128 1=5 3=2 4=2 5=1 6=25600
+PReLU                    PRelu_123                1 1 618 620 0=128
+Split                    splitncnn_14             1 2 620 620_splitncnn_0 620_splitncnn_1
+Convolution              Conv_124                 1 1 620_splitncnn_1 622 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_126                1 1 622 624 0=128
+Convolution              Conv_127                 1 1 624 626 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_15             1 2 626 626_splitncnn_0 626_splitncnn_1
+Pooling                  ReduceMean_130           1 1 626_splitncnn_1 628 0=1 4=1
+InnerProduct             Conv_131                 1 1 628 631 0=16 2=2048 9=2 -23310=1,-3.599843e-03
+InnerProduct             Conv_133                 1 1 631 633 0=128 2=2048 9=4
+BinaryOp                 Mul_135                  2 1 626_splitncnn_0 633 634 0=2
+BinaryOp                 Add_136                  2 1 634 620_splitncnn_0 635
+PReLU                    PRelu_137                1 1 635 637 0=128
+Split                    splitncnn_16             1 2 637 637_splitncnn_0 637_splitncnn_1
+Convolution              Conv_138                 1 1 637_splitncnn_1 639 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_140                1 1 639 641 0=128
+Convolution              Conv_141                 1 1 641 643 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_17             1 2 643 643_splitncnn_0 643_splitncnn_1
+Pooling                  ReduceMean_144           1 1 643_splitncnn_1 645 0=1 4=1
+InnerProduct             Conv_145                 1 1 645 648 0=16 2=2048 9=2 -23310=1,2.117399e-01
+InnerProduct             Conv_147                 1 1 648 650 0=128 2=2048 9=4
+BinaryOp                 Mul_149                  2 1 643_splitncnn_0 650 651 0=2
+BinaryOp                 Add_150                  2 1 651 637_splitncnn_0 652
+PReLU                    PRelu_151                1 1 652 654 0=128
+Split                    splitncnn_18             1 2 654 654_splitncnn_0 654_splitncnn_1
+Convolution              Conv_152                 1 1 654_splitncnn_1 656 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_154                1 1 656 658 0=128
+Convolution              Conv_155                 1 1 658 660 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_19             1 2 660 660_splitncnn_0 660_splitncnn_1
+Pooling                  ReduceMean_158           1 1 660_splitncnn_1 662 0=1 4=1
+InnerProduct             Conv_159                 1 1 662 665 0=16 2=2048 9=2 -23310=1,2.712289e-01
+InnerProduct             Conv_161                 1 1 665 667 0=128 2=2048 9=4
+BinaryOp                 Mul_163                  2 1 660_splitncnn_0 667 668 0=2
+BinaryOp                 Add_164                  2 1 668 654_splitncnn_0 669
+PReLU                    PRelu_165                1 1 669 671 0=128
+Split                    splitncnn_20             1 2 671 671_splitncnn_0 671_splitncnn_1
+Convolution              Conv_166                 1 1 671_splitncnn_1 673 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_168                1 1 673 675 0=128
+Convolution              Conv_169                 1 1 675 677 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_21             1 2 677 677_splitncnn_0 677_splitncnn_1
+Pooling                  ReduceMean_172           1 1 677_splitncnn_1 679 0=1 4=1
+InnerProduct             Conv_173                 1 1 679 682 0=16 2=2048 9=2 -23310=1,8.141350e-02
+InnerProduct             Conv_175                 1 1 682 684 0=128 2=2048 9=4
+BinaryOp                 Mul_177                  2 1 677_splitncnn_0 684 685 0=2
+BinaryOp                 Add_178                  2 1 685 671_splitncnn_0 686
+PReLU                    PRelu_179                1 1 686 688 0=128
+Split                    splitncnn_22             1 2 688 688_splitncnn_0 688_splitncnn_1
+Convolution              Conv_180                 1 1 688_splitncnn_1 690 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_182                1 1 690 692 0=128
+Convolution              Conv_183                 1 1 692 694 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_23             1 2 694 694_splitncnn_0 694_splitncnn_1
+Pooling                  ReduceMean_186           1 1 694_splitncnn_1 696 0=1 4=1
+InnerProduct             Conv_187                 1 1 696 699 0=16 2=2048 9=2 -23310=1,4.956326e-02
+InnerProduct             Conv_189                 1 1 699 701 0=128 2=2048 9=4
+BinaryOp                 Mul_191                  2 1 694_splitncnn_0 701 702 0=2
+BinaryOp                 Add_192                  2 1 702 688_splitncnn_0 703
+PReLU                    PRelu_193                1 1 703 705 0=128
+Split                    splitncnn_24             1 2 705 705_splitncnn_0 705_splitncnn_1
+Convolution              Conv_194                 1 1 705_splitncnn_1 707 0=128 1=5 4=2 5=1 6=409600
+PReLU                    PRelu_196                1 1 707 709 0=128
+Convolution              Conv_197                 1 1 709 711 0=128 1=3 4=1 5=1 6=147456
+Split                    splitncnn_25             1 2 711 711_splitncnn_0 711_splitncnn_1
+Pooling                  ReduceMean_200           1 1 711_splitncnn_1 713 0=1 4=1
+InnerProduct             Conv_201                 1 1 713 716 0=16 2=2048 9=2 -23310=1,1.553750e-01
+InnerProduct             Conv_203                 1 1 716 718 0=128 2=2048 9=4
+BinaryOp                 Mul_205                  2 1 711_splitncnn_0 718 719 0=2
+BinaryOp                 Add_206                  2 1 719 705_splitncnn_0 720
+PReLU                    PRelu_207                1 1 720 722 0=128
+Convolution              Conv_208                 1 1 722 723 0=8 1=3 4=1 5=1 6=9216
+PixelShuffle             DepthToSpace_209         1 1 723 724 0=2
+Interp                   Resize_211               1 1 724 734 0=2 1=4.000000e+00 2=4.000000e+00
+Split                    splitncnn_26             1 3 734 734_splitncnn_0 734_splitncnn_1 734_splitncnn_2
+BinaryOp                 Add_212                  2 1 582_splitncnn_2 734_splitncnn_2 735
+Split                    splitncnn_27             1 3 735 735_splitncnn_0 735_splitncnn_1 735_splitncnn_2
+Crop                     Slice_217                1 1 454_splitncnn_3 740 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_223                 2 1 740 735_splitncnn_2 746
+Crop                     Slice_228                1 1 454_splitncnn_2 751 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_229                  1 1 735_splitncnn_1 752 0=1
+rife.Warp                Warp_235                 2 1 751 752 758
+Concat                   Concat_236               3 1 746 758 735_splitncnn_0 759
+Interp                   Resize_238               1 1 759 769 0=2 1=5.000000e-01 2=5.000000e-01
+Convolution              Conv_239                 1 1 769 771 0=96 1=5 3=2 4=2 5=1 6=19200
+PReLU                    PRelu_241                1 1 771 773 0=96
+Split                    splitncnn_28             1 2 773 773_splitncnn_0 773_splitncnn_1
+Convolution              Conv_242                 1 1 773_splitncnn_1 775 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_244                1 1 775 777 0=96
+Convolution              Conv_245                 1 1 777 779 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_29             1 2 779 779_splitncnn_0 779_splitncnn_1
+Pooling                  ReduceMean_248           1 1 779_splitncnn_1 781 0=1 4=1
+InnerProduct             Conv_249                 1 1 781 784 0=16 2=1536 9=2 -23310=1,1.670981e-03
+InnerProduct             Conv_251                 1 1 784 786 0=96 2=1536 9=4
+BinaryOp                 Mul_253                  2 1 779_splitncnn_0 786 787 0=2
+BinaryOp                 Add_254                  2 1 787 773_splitncnn_0 788
+PReLU                    PRelu_255                1 1 788 790 0=96
+Split                    splitncnn_30             1 2 790 790_splitncnn_0 790_splitncnn_1
+Convolution              Conv_256                 1 1 790_splitncnn_1 792 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_258                1 1 792 794 0=96
+Convolution              Conv_259                 1 1 794 796 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_31             1 2 796 796_splitncnn_0 796_splitncnn_1
+Pooling                  ReduceMean_262           1 1 796_splitncnn_1 798 0=1 4=1
+InnerProduct             Conv_263                 1 1 798 801 0=16 2=1536 9=2 -23310=1,3.868800e-01
+InnerProduct             Conv_265                 1 1 801 803 0=96 2=1536 9=4
+BinaryOp                 Mul_267                  2 1 796_splitncnn_0 803 804 0=2
+BinaryOp                 Add_268                  2 1 804 790_splitncnn_0 805
+PReLU                    PRelu_269                1 1 805 807 0=96
+Split                    splitncnn_32             1 2 807 807_splitncnn_0 807_splitncnn_1
+Convolution              Conv_270                 1 1 807_splitncnn_1 809 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_272                1 1 809 811 0=96
+Convolution              Conv_273                 1 1 811 813 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_33             1 2 813 813_splitncnn_0 813_splitncnn_1
+Pooling                  ReduceMean_276           1 1 813_splitncnn_1 815 0=1 4=1
+InnerProduct             Conv_277                 1 1 815 818 0=16 2=1536 9=2 -23310=1,3.475277e-01
+InnerProduct             Conv_279                 1 1 818 820 0=96 2=1536 9=4
+BinaryOp                 Mul_281                  2 1 813_splitncnn_0 820 821 0=2
+BinaryOp                 Add_282                  2 1 821 807_splitncnn_0 822
+PReLU                    PRelu_283                1 1 822 824 0=96
+Split                    splitncnn_34             1 2 824 824_splitncnn_0 824_splitncnn_1
+Convolution              Conv_284                 1 1 824_splitncnn_1 826 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_286                1 1 826 828 0=96
+Convolution              Conv_287                 1 1 828 830 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_35             1 2 830 830_splitncnn_0 830_splitncnn_1
+Pooling                  ReduceMean_290           1 1 830_splitncnn_1 832 0=1 4=1
+InnerProduct             Conv_291                 1 1 832 835 0=16 2=1536 9=2 -23310=1,7.044167e-02
+InnerProduct             Conv_293                 1 1 835 837 0=96 2=1536 9=4
+BinaryOp                 Mul_295                  2 1 830_splitncnn_0 837 838 0=2
+BinaryOp                 Add_296                  2 1 838 824_splitncnn_0 839
+PReLU                    PRelu_297                1 1 839 841 0=96
+Split                    splitncnn_36             1 2 841 841_splitncnn_0 841_splitncnn_1
+Convolution              Conv_298                 1 1 841_splitncnn_1 843 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_300                1 1 843 845 0=96
+Convolution              Conv_301                 1 1 845 847 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_37             1 2 847 847_splitncnn_0 847_splitncnn_1
+Pooling                  ReduceMean_304           1 1 847_splitncnn_1 849 0=1 4=1
+InnerProduct             Conv_305                 1 1 849 852 0=16 2=1536 9=2 -23310=1,1.834324e-01
+InnerProduct             Conv_307                 1 1 852 854 0=96 2=1536 9=4
+BinaryOp                 Mul_309                  2 1 847_splitncnn_0 854 855 0=2
+BinaryOp                 Add_310                  2 1 855 841_splitncnn_0 856
+PReLU                    PRelu_311                1 1 856 858 0=96
+Split                    splitncnn_38             1 2 858 858_splitncnn_0 858_splitncnn_1
+Convolution              Conv_312                 1 1 858_splitncnn_1 860 0=96 1=5 4=2 5=1 6=230400
+PReLU                    PRelu_314                1 1 860 862 0=96
+Convolution              Conv_315                 1 1 862 864 0=96 1=3 4=1 5=1 6=82944
+Split                    splitncnn_39             1 2 864 864_splitncnn_0 864_splitncnn_1
+Pooling                  ReduceMean_318           1 1 864_splitncnn_1 866 0=1 4=1
+InnerProduct             Conv_319                 1 1 866 869 0=16 2=1536 9=2 -23310=1,3.572731e-01
+InnerProduct             Conv_321                 1 1 869 871 0=96 2=1536 9=4
+BinaryOp                 Mul_323                  2 1 864_splitncnn_0 871 872 0=2
+BinaryOp                 Add_324                  2 1 872 858_splitncnn_0 873
+PReLU                    PRelu_325                1 1 873 875 0=96
+Convolution              Conv_326                 1 1 875 876 0=8 1=3 4=1 5=1 6=6912
+PixelShuffle             DepthToSpace_327         1 1 876 877 0=2
+Interp                   Resize_329               1 1 877 887 0=2 1=2.000000e+00 2=2.000000e+00
+Split                    splitncnn_40             1 2 887 887_splitncnn_0 887_splitncnn_1
+BinaryOp                 Add_330                  2 1 582_splitncnn_1 734_splitncnn_1 888
+BinaryOp                 Add_331                  2 1 888 887_splitncnn_1 889
+Split                    splitncnn_41             1 3 889 889_splitncnn_0 889_splitncnn_1 889_splitncnn_2
+Crop                     Slice_336                1 1 454_splitncnn_1 894 -23309=1,0 -23310=1,3 -23311=1,0
+rife.Warp                Warp_342                 2 1 894 889_splitncnn_2 900
+Crop                     Slice_347                1 1 454_splitncnn_0 905 -23309=1,3 -23310=1,2147483647 -23311=1,0
+UnaryOp                  Neg_348                  1 1 889_splitncnn_1 906 0=1
+rife.Warp                Warp_354                 2 1 905 906 912
+Concat                   Concat_355               3 1 900 912 889_splitncnn_0 913
+Convolution              Conv_356                 1 1 913 915 0=48 1=5 3=2 4=2 5=1 6=9600
+PReLU                    PRelu_358                1 1 915 917 0=48
+Split                    splitncnn_42             1 2 917 917_splitncnn_0 917_splitncnn_1
+Convolution              Conv_359                 1 1 917_splitncnn_1 919 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_361                1 1 919 921 0=48
+Convolution              Conv_362                 1 1 921 923 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_43             1 2 923 923_splitncnn_0 923_splitncnn_1
+Pooling                  ReduceMean_365           1 1 923_splitncnn_1 925 0=1 4=1
+InnerProduct             Conv_366                 1 1 925 928 0=16 2=768 9=2 -23310=1,2.075541e-02
+InnerProduct             Conv_368                 1 1 928 930 0=48 2=768 9=4
+BinaryOp                 Mul_370                  2 1 923_splitncnn_0 930 931 0=2
+BinaryOp                 Add_371                  2 1 931 917_splitncnn_0 932
+PReLU                    PRelu_372                1 1 932 934 0=48
+Split                    splitncnn_44             1 2 934 934_splitncnn_0 934_splitncnn_1
+Convolution              Conv_373                 1 1 934_splitncnn_1 936 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_375                1 1 936 938 0=48
+Convolution              Conv_376                 1 1 938 940 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_45             1 2 940 940_splitncnn_0 940_splitncnn_1
+Pooling                  ReduceMean_379           1 1 940_splitncnn_1 942 0=1 4=1
+InnerProduct             Conv_380                 1 1 942 945 0=16 2=768 9=2 -23310=1,7.201483e-01
+InnerProduct             Conv_382                 1 1 945 947 0=48 2=768 9=4
+BinaryOp                 Mul_384                  2 1 940_splitncnn_0 947 948 0=2
+BinaryOp                 Add_385                  2 1 948 934_splitncnn_0 949
+PReLU                    PRelu_386                1 1 949 951 0=48
+Split                    splitncnn_46             1 2 951 951_splitncnn_0 951_splitncnn_1
+Convolution              Conv_387                 1 1 951_splitncnn_1 953 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_389                1 1 953 955 0=48
+Convolution              Conv_390                 1 1 955 957 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_47             1 2 957 957_splitncnn_0 957_splitncnn_1
+Pooling                  ReduceMean_393           1 1 957_splitncnn_1 959 0=1 4=1
+InnerProduct             Conv_394                 1 1 959 962 0=16 2=768 9=2 -23310=1,2.671039e-01
+InnerProduct             Conv_396                 1 1 962 964 0=48 2=768 9=4
+BinaryOp                 Mul_398                  2 1 957_splitncnn_0 964 965 0=2
+BinaryOp                 Add_399                  2 1 965 951_splitncnn_0 966
+PReLU                    PRelu_400                1 1 966 968 0=48
+Split                    splitncnn_48             1 2 968 968_splitncnn_0 968_splitncnn_1
+Convolution              Conv_401                 1 1 968_splitncnn_1 970 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_403                1 1 970 972 0=48
+Convolution              Conv_404                 1 1 972 974 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_49             1 2 974 974_splitncnn_0 974_splitncnn_1
+Pooling                  ReduceMean_407           1 1 974_splitncnn_1 976 0=1 4=1
+InnerProduct             Conv_408                 1 1 976 979 0=16 2=768 9=2 -23310=1,1.908224e-01
+InnerProduct             Conv_410                 1 1 979 981 0=48 2=768 9=4
+BinaryOp                 Mul_412                  2 1 974_splitncnn_0 981 982 0=2
+BinaryOp                 Add_413                  2 1 982 968_splitncnn_0 983
+PReLU                    PRelu_414                1 1 983 985 0=48
+Split                    splitncnn_50             1 2 985 985_splitncnn_0 985_splitncnn_1
+Convolution              Conv_415                 1 1 985_splitncnn_1 987 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_417                1 1 987 989 0=48
+Convolution              Conv_418                 1 1 989 991 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_51             1 2 991 991_splitncnn_0 991_splitncnn_1
+Pooling                  ReduceMean_421           1 1 991_splitncnn_1 993 0=1 4=1
+InnerProduct             Conv_422                 1 1 993 996 0=16 2=768 9=2 -23310=1,6.525763e-01
+InnerProduct             Conv_424                 1 1 996 998 0=48 2=768 9=4
+BinaryOp                 Mul_426                  2 1 991_splitncnn_0 998 999 0=2
+BinaryOp                 Add_427                  2 1 999 985_splitncnn_0 1000
+PReLU                    PRelu_428                1 1 1000 1002 0=48
+Split                    splitncnn_52             1 2 1002 1002_splitncnn_0 1002_splitncnn_1
+Convolution              Conv_429                 1 1 1002_splitncnn_1 1004 0=48 1=5 4=2 5=1 6=57600
+PReLU                    PRelu_431                1 1 1004 1006 0=48
+Convolution              Conv_432                 1 1 1006 1008 0=48 1=3 4=1 5=1 6=20736
+Split                    splitncnn_53             1 2 1008 1008_splitncnn_0 1008_splitncnn_1
+Pooling                  ReduceMean_435           1 1 1008_splitncnn_1 1010 0=1 4=1
+InnerProduct             Conv_436                 1 1 1010 1013 0=16 2=768 9=2 -23310=1,5.485489e-01
+InnerProduct             Conv_438                 1 1 1013 1015 0=48 2=768 9=4
+BinaryOp                 Mul_440                  2 1 1008_splitncnn_0 1015 1016 0=2
+BinaryOp                 Add_441                  2 1 1016 1002_splitncnn_0 1017
+PReLU                    PRelu_442                1 1 1017 1019 0=48
+Convolution              Conv_443                 1 1 1019 1020 0=8 1=3 4=1 5=1 6=3456
+PixelShuffle             DepthToSpace_444         1 1 1020 1021 0=2
+BinaryOp                 Add_445                  2 1 582_splitncnn_0 734_splitncnn_0 1022
+BinaryOp                 Add_446                  2 1 1022 887_splitncnn_0 1023
+BinaryOp                 Add_447                  2 1 1023 1021 flow
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
k4yt3x	2afbeab2aa	fix(video2x): remove redundant newline statements Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-21 00:00:00 +00:00
k4yt3x	5c4d23bc97	docs(readme): update readme for 6.3.0 Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-21 00:00:00 +00:00
k4yt3x	20e43a9724	chore: update changelogs for version 6.3.0 Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-21 00:00:00 +00:00
k4yt3x	486c23d9f4	fix(video2x): add missing Real-CUGAN help messages Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-21 00:00:00 +00:00
K4YT3X	127d9e0019	feat(realcugan): add support for Real-CUGAN ncnn Vulkan (#1268 ) Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-21 02:58:19 +00:00
k4yt3x	e1e8d64056	chore(deps): update spdlog to v1.15.0 Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-20 00:00:00 +00:00
k4yt3x	7b8e186207	feat(logger): improve logger initialization Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-20 00:00:00 +00:00
k4yt3x	f3999a431c	feat(logger): improve FFmpeg logging format Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-20 00:00:00 +00:00
K4YT3X	6676cd2439	feat(logger): add logger manager to provide unified logging (#1267 ) Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-20 04:46:10 +00:00
k4yt3x	b8eb6de59b	docs(readme): add licensing information for RIFE ncnn Vulkan Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-19 00:00:00 +00:00
K4YT3X	ae2d5d32e4	feat(ns): improve optimization flags and add namespaces (#1261 ) Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-17 16:24:51 +00:00
k4yt3x	5884dd1ba4	fix(encoder): always use the calculated PTS with corrected math Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-16 00:00:00 +00:00
k4yt3x	33ee43a088	docs(citation): add citation information Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-15 00:00:00 +00:00
k4yt3x	7ee9d60fcf	docs(readme): update readme for 6.2.0 Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-12 00:00:00 +00:00
k4yt3x	a6dfdc7343	docs(*): update changelog and readme for 6.2.0 Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-12 00:00:00 +00:00
k4yt3x	ca5044f09c	feat(libvideo2x): add optimization for scene detection Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-12 00:00:00 +00:00
k4yt3x	0e00aca401	feat(libvideo2x): change the video processor state to an enum Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-08 00:00:00 +00:00
K4YT3X	0400cf51b0	refactor(video2x): split the CLI into multiple files; improve CLI args validation (#1247 ) Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-04 08:06:35 +00:00
k4yt3x	adf3baf4be	style(video2x): fix incorrect variable name Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-03 00:00:00 +00:00
K4YT3X	d4d1e58f8d	refactor(libvideo2x): convert the video processor into a class (#1246 ) Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-03 05:22:07 +00:00
k4yt3x	a379c7481e	fix(cmake): install missing headers Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-02 00:00:00 +00:00
k4yt3x	f27d8556c0	style(libvideo2x): remove C headers Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-02 00:00:00 +00:00
K4YT3X	f8dcad3aef	chore(libvideo2x)!: replace the C API with C++ API (#1245 ) * chore(libvideo2x)!: replace the C API with C++ API * fix: convert wide string to u8 for av_opt_set * style: removed unnecessary enum and struct specifiers Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-02 07:24:30 +00:00
k4yt3x	24d43a8478	feat(video2x): update CLI help message examples Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-01 00:00:00 +00:00
K4YT3X	627f3d84a4	feat(rife): add support for frame interpolation and RIFE (#1244 ) * feat: add RIFE files and processor/interpolator abstractions * feat: add `rife` as processor option * feat: add frame interpolation math except first frame * feat: complete motion interpolation and add scene detection * feat: improve Vulkan device validation * fix: fix casting issues and variable names * refactor: improve error-checking; add abstractions and factories * refactor: improve readability of the frames processor * docs: update changelog Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-12-01 09:55:56 +00:00
k4yt3x	2fc89e3883	feat(video2x): print help when no args are specified Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-26 00:00:00 +00:00
k4yt3x	073f706980	docs(readme): adjust header links in README Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-23 00:00:00 +00:00
k4yt3x	a388a12d7d	docs(conduct): add code of conduct Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-23 00:00:00 +00:00
k4yt3x	937939710a	docs(security): add a security policy Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-23 00:00:00 +00:00
k4yt3x	ed318f61ad	docs(readme): update documentation links in the README file Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-23 00:00:00 +00:00
k4yt3x	862b7f4ae8	docs(book): fixed incorrect edit URL template Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-23 00:00:00 +00:00
k4yt3x	b20f065fe0	ci(*): formatted CI pipeline files Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-22 00:00:00 +00:00
k4yt3x	149cf1ca4a	docs(book): added the docs.video2x.org mdBook source files and pipeline Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-22 00:00:00 +00:00
k4yt3x	a77cf9e14f	ci(build): include more paths in the pipeline's triggering conditions Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-22 00:00:00 +00:00
k4yt3x	d3de1ded96	feat(video2x): improve the CLI help message structure and clarity Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-22 00:00:00 +00:00
k4yt3x	3215c89870	feat(encoder): add support for more encoder options Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-22 00:00:00 +00:00
k4yt3x	169509b7d4	refactor(*): refactored the encoder and decoder into classes Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-17 00:00:00 +00:00
k4yt3x	b520d51c6c	chore: removed OpenCV dependency Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-13 00:00:00 +00:00
k4yt3x	980b44bc05	fix(libvideo2x): added missing checks around freeing memory Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-13 00:00:00 +00:00
k4yt3x	561671c4cb	fix(cmake): removed the redundant `REQUIRED` word Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-12 00:00:00 +00:00
k4yt3x	0869d153c0	docs(readme): removed the outdated label for Colab Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-10 00:00:00 +00:00
k4yt3x	4c919de6ba	fix(encoder): read pix_fmts from AVCodec->pix_fmts for old libavformat Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-10 00:00:00 +00:00
k4yt3x	e393910f21	feat(encoder): added auto selection of the most suitable output pix_fmt Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-10 00:00:00 +00:00
k4yt3x	e477123e88	fix(encoder): timestamp errors processing frames with PTS equal to 0 Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-10 00:00:00 +00:00
k4yt3x	c8f2acdea6	feat(libplacebo): made hardware context creation failure non-critical Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-09 00:00:00 +00:00
k4yt3x	aa8ed60e52	build(debian): added a build target for Ubuntu 22.04 Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-09 00:00:00 +00:00
k4yt3x	e07beb67a4	chore(video2x): moved the CLI application to a separate directory Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-08 00:00:00 +00:00
k4yt3x	bc8ae34dde	refactor(libvideo2x): extracted video frame count estimation into a function Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-08 00:00:00 +00:00
k4yt3x	6a218ebd9c	docs(readme): updated README for 6.1.1 Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-07 00:00:00 +00:00
k4yt3x	0d6a6abce2	chore(release): bump version to 6.1.1 Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-07 00:00:00 +00:00
k4yt3x	943b446d26	fix(encoder): make the encoder use the right color space Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-07 00:00:00 +00:00
k4yt3x	1b81f7d1e2	ci(build): make the build pipeline only run on code changes Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-07 00:00:00 +00:00
k4yt3x	64697a9385	ci(issues): added the issues auto-labeling pipeline Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-07 00:00:00 +00:00
k4yt3x	e8b0b0ec21	docs(readme): updated installation instructions for Linux Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-06 00:00:00 +00:00
k4yt3x	05b275dd82	feat(video2x): added time remaining and processing speed to the progress bar Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-06 00:00:00 +00:00
k4yt3x	33b7c53e16	fix(encoder): fixed incorrect stream mapping for multi-stream files Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-06 00:00:00 +00:00
k4yt3x	3b7921a774	docs(readme): added a badge for GitHub sponsors Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-05 00:00:00 +00:00
k4yt3x	dfb29e05b7	docs(readme): updated README for 6.1.0 Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-05 00:00:00 +00:00
k4yt3x	3bae03f403	docs(changelog): updated the changelog for 6.1.0 Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-05 00:00:00 +00:00
k4yt3x	9ff320721f	ci(build): updated the name of the build pipeline Signed-off-by: k4yt3x <i@k4yt3x.com>	2024-11-05 00:00:00 +00:00