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supported_layers_and_models.md

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Supported layers

  • Activations:

    • ReLU
    • LeakyReLU
    • SELU
    • Sigmoid
    • Softmax
    • Tanh
    • HardTanh

  • Constants

  • Convolutions:

    • Conv1d
    • Conv2d
    • ConvTrsnpose2d

  • Element-wise:

    • Add
    • Mul
    • Sub
    • Div

  • Embedding

  • Linear

  • Normalizations:

    • BatchNorm2d
    • InstanceNorm2d
    • Dropout

  • Poolings:

    • MaxPool2d
    • AvgPool2d
    • Global MaxPool2d (adaptive pooling to shape [1, 1])
    • Global AvgPool2d (adaptive pooling to shape [1, 1])

  • Not tested yet:

    • Upsampling
    • Padding
    • Reshape

Models converted with pytorch2keras

  • ResNet*
  • VGG*
  • PreResNet*
  • SqueezeNet (with ceil_mode=False)
  • SqueezeNext
  • DenseNet*
  • AlexNet
  • Inception
  • SeNet
  • Mobilenet v2
  • DiracNet
  • DARTS
  • DRNC
Model Top1 Top5 Params FLOPs Source weights Remarks
ResNet-10 37.09 15.55 5,418,792 892.62M osmr's repo Success
ResNet-12 35.86 14.46 5,492,776 1,124.23M osmr's repo Success
ResNet-14 32.85 12.41 5,788,200 1,355.64M osmr's repo Success
ResNet-16 30.68 11.10 6,968,872 1,586.95M osmr's repo Success
ResNet-18 x0.25 49.16 24.45 831,096 136.64M osmr's repo Success
ResNet-18 x0.5 36.54 14.96 3,055,880 485.22M osmr's repo Success
ResNet-18 x0.75 33.25 12.54 6,675,352 1,045.75M osmr's repo Success
ResNet-18 29.13 9.94 11,689,512 1,818.21M osmr's repo Success
ResNet-34 25.34 7.92 21,797,672 3,669.16M osmr's repo Success
ResNet-50 23.50 6.87 25,557,032 3,868.96M osmr's repo Success
ResNet-50b 22.92 6.44 25,557,032 4,100.70M osmr's repo Success
ResNet-101 21.66 5.99 44,549,160 7,586.30M osmr's repo Success
ResNet-101b 21.18 5.60 44,549,160 7,818.04M osmr's repo Success
ResNet-152 21.01 5.61 60,192,808 11,304.85M osmr's repo Success
ResNet-152b 20.54 5.37 60,192,808 11,536.58M osmr's repo Success
PreResNet-18 28.72 9.88 11,687,848 1,818.41M osmr's repo Success
PreResNet-34 25.88 8.11 21,796,008 3,669.36M osmr's repo Success
PreResNet-50 23.39 6.68 25,549,480 3,869.16M osmr's repo Success
PreResNet-50b 23.16 6.64 25,549,480 4,100.90M osmr's repo Success
PreResNet-101 21.45 5.75 44,541,608 7,586.50M osmr's repo Success
PreResNet-101b 21.73 5.88 44,541,608 7,818.24M osmr's repo Success
PreResNet-152 20.70 5.32 60,185,256 11,305.05M osmr's repo Success
PreResNet-152b 21.00 5.75 60,185,256 11,536.78M Gluon Model Zoo Success
PreResNet-200b 21.10 5.64 64,666,280 15,040.27M tornadomeet/ResNet Success
DenseNet-121 25.11 7.80 7,978,856 2,852.39M Gluon Model Zoo Success
DenseNet-161 22.40 6.18 28,681,000 7,761.25M Gluon Model Zoo Success
DenseNet-169 23.89 6.89 14,149,480 3,381.48M Gluon Model Zoo Success
DenseNet-201 22.71 6.36 20,013,928 4,318.75M Gluon Model Zoo Success
DarkNet Tiny 40.31 17.46 1,042,104 496.34M osmr's repo Success
DarkNet Ref 38.00 16.68 7,319,416 365.55M osmr's repo Success
SqueezeNet v1.0 40.97 18.96 1,248,424 828.30M osmr's repo Success
SqueezeNet v1.1 39.09 17.39 1,235,496 354.88M osmr's repo Success
MobileNet x0.25 45.78 22.18 470,072 42.30M osmr's repo Success
MobileNet x0.5 36.12 14.81 1,331,592 152.04M osmr's repo Success
MobileNet x0.75 32.71 12.28 2,585,560 329.22M Gluon Model Zoo Success
MobileNet x1.0 29.25 10.03 4,231,976 573.83M Gluon Model Zoo Success
FD-MobileNet x0.25 56.19 31.38 383,160 12.44M osmr's repo Success
FD-MobileNet x0.5 42.62 19.69 993,928 40.93M osmr's repo Success
FD-MobileNet x1.0 35.95 14.72 2,901,288 146.08M clavichord93/FD-MobileNet Success
MobileNetV2 x0.25 48.89 25.24 1,516,392 32.22M Gluon Model Zoo Success
MobileNetV2 x0.5 35.51 14.64 1,964,736 95.62M Gluon Model Zoo Success
MobileNetV2 x0.75 30.82 11.26 2,627,592 191.61M Gluon Model Zoo Success
MobileNetV2 x1.0 28.51 9.90 3,504,960 320.19M Gluon Model Zoo Success
InceptionV3 21.22 5.59 23,834,568 5,746.72M Gluon Model Zoo Success
DiracNetV2-18 31.47 11.70 11,511,784 1,798.43M szagoruyko/diracnets Success
DiracNetV2-34 28.75 9.93 21,616,232 3,649.37M szagoruyko/diracnets Success
DARTS 26.70 8.74 4,718,752 537.64M szagoruyko/diracnets Success