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feat(realcugan): add support for Real-CUGAN ncnn Vulkan (#1268)

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Signed-off-by: k4yt3x <i@k4yt3x.com>
This commit is contained in:
K4YT3X
2024-12-20 21:58:19 -05:00
committed by GitHub
parent e1e8d64056
commit 127d9e0019
54 changed files with 1469 additions and 30 deletions
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models/realcugan/models-nose/up2x-no-denoise.bin vendored Normal file
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models/realcugan/models-nose/up2x-no-denoise.param vendored Normal file
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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

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models/realcugan/models-pro/up2x-conservative.bin vendored Normal file
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models/realcugan/models-pro/up2x-conservative.param vendored Normal file
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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

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models/realcugan/models-pro/up2x-denoise3x.bin vendored Normal file
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models/realcugan/models-pro/up2x-denoise3x.param vendored Normal file
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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

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models/realcugan/models-pro/up2x-no-denoise.param vendored Normal file
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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

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models/realcugan/models-pro/up3x-conservative.param vendored Normal file
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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

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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

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models/realcugan/models-pro/up3x-no-denoise.param vendored Normal file
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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

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models/realcugan/models-se/up2x-conservative.bin vendored Normal file
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models/realcugan/models-se/up2x-conservative.param vendored Normal file
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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

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models/realcugan/models-se/up2x-denoise1x.bin vendored Normal file
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models/realcugan/models-se/up2x-denoise1x.param vendored Normal file
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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

BIN
models/realcugan/models-se/up2x-denoise2x.bin vendored Normal file
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models/realcugan/models-se/up2x-denoise2x.param vendored Normal file
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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

BIN
models/realcugan/models-se/up2x-denoise3x.bin vendored Normal file
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models/realcugan/models-se/up2x-denoise3x.param vendored Normal file
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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

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models/realcugan/models-se/up2x-no-denoise.bin vendored Normal file
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models/realcugan/models-se/up2x-no-denoise.param vendored Normal file
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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

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models/realcugan/models-se/up3x-conservative.bin vendored Normal file
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models/realcugan/models-se/up3x-conservative.param vendored Normal file
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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

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models/realcugan/models-se/up3x-denoise3x.param vendored Normal file
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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

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models/realcugan/models-se/up3x-no-denoise.bin vendored Normal file
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models/realcugan/models-se/up3x-no-denoise.param vendored Normal file
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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

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models/realcugan/models-se/up4x-conservative.bin vendored Normal file
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models/realcugan/models-se/up4x-conservative.param vendored Normal file
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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

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models/realcugan/models-se/up4x-denoise3x.bin vendored Normal file
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models/realcugan/models-se/up4x-denoise3x.param vendored Normal file
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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

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models/realcugan/models-se/up4x-no-denoise.bin vendored Normal file
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models/realcugan/models-se/up4x-no-denoise.param vendored Normal file
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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