Table of implemented classification models
Table of implemented classification models
Some remarks:
Repois an author repository, if it exists.a,b,c,d, andemeans the implementation of a model for ImageNet-1K, CIFAR-10, CIFAR-100, SVHN, and CUB-200-2011, respectively.A,B,C,D, andEmeans having a pre-trained model for corresponding datasets.
| Model | Gluon | PyTorch | Chainer | Keras | TF | TF2 | Paper | Repo | Year |
|---|---|---|---|---|---|---|---|---|---|
| AlexNet | A | A | A | A | A | A | link | link | 2012 |
| ZFNet | A | A | A | A | A | A | link | - | 2013 |
| VGG | A | A | A | A | A | A | link | - | 2014 |
| BN-VGG | A | A | A | A | A | A | link | - | 2015 |
| BN-Inception | A | A | A | - | - | A | link | - | 2015 |
| ResNet | ABCDE | ABCDE | ABCDE | A | A | ABCDE | link | link | 2015 |
| PreResNet | ABCD | ABCD | ABCD | A | A | ABCD | link | link | 2016 |
| ResNeXt | ABCD | ABCD | ABCD | A | A | ABCD | link | link | 2016 |
| SENet | A | A | A | A | A | A | link | link | 2017 |
| SE-ResNet | ABCDE | ABCDE | ABCDE | A | A | ABCDE | link | link | 2017 |
| SE-PreResNet | ABCD | ABCD | ABCD | A | A | ABCD | link | link | 2017 |
| SE-ResNeXt | A | A | A | A | A | A | link | link | 2017 |
| IBN-ResNet | A | A | - | - | - | A | link | link | 2018 |
| IBN-ResNeXt | A | A | - | - | - | A | link | link | 2018 |
| IBN-DenseNet | A | A | - | - | - | A | link | link | 2018 |
| AirNet | A | A | A | - | - | A | link | link | 2018 |
| AirNeXt | A | A | A | - | - | A | link | link | 2018 |
| BAM-ResNet | A | A | A | - | - | A | link | link | 2018 |
| CBAM-ResNet | A | A | A | - | - | A | link | link | 2018 |
| ResAttNet | a | a | a | - | - | - | link | link | 2017 |
| SKNet | a | a | a | - | - | - | link | link | 2019 |
| DIA-ResNet | aBCD | aBCD | aBCD | - | - | - | link | link | 2019 |
| DIA-PreResNet | aBCD | aBCD | aBCD | - | - | - | link | link | 2019 |
| PyramidNet | ABCD | ABCD | ABCD | - | - | ABCD | link | link | 2016 |
| DiracNetV2 | A | A | A | - | - | A | link | link | 2017 |
| ShaResNet | a | a | a | - | - | - | link | link | 2017 |
| CRU-Net | A | - | - | - | - | - | link | link | 2018 |
| DenseNet | ABCD | ABCD | ABCD | A | A | ABCD | link | link | 2016 |
| CondenseNet | A | A | A | - | - | - | link | link | 2017 |
| SparseNet | a | a | a | - | - | - | link | link | 2018 |
| PeleeNet | A | A | A | - | - | A | link | link | 2018 |
| Oct-ResNet | abcd | a | a | - | - | - | link | - | 2019 |
| Res2Net | a | - | - | - | - | - | link | - | 2019 |
| WRN | ABCD | ABCD | ABCD | - | - | a | link | link | 2016 |
| WRN-1bit | BCD | BCD | BCD | - | - | - | link | link | 2018 |
| DRN-C | A | A | A | - | - | A | link | link | 2017 |
| DRN-D | A | A | A | - | - | A | link | link | 2017 |
| DPN | A | A | A | - | - | A | link | link | 2017 |
| DarkNet Ref | A | A | A | A | A | A | link | link | - |
| DarkNet Tiny | A | A | A | A | A | A | link | link | - |
| DarkNet-19 | a | a | a | a | a | a | link | link | - |
| DarkNet-53 | A | A | A | A | A | A | link | link | 2018 |
| ChannelNet | a | a | a | - | a | - | link | link | 2018 |
| iSQRT-COV-ResNet | a | a | - | - | - | - | link | link | 2017 |
| RevNet | - | a | - | - | - | - | link | link | 2017 |
| i-RevNet | A | A | A | - | - | - | link | link | 2018 |
| BagNet | A | A | A | - | - | A | link | link | 2019 |
| DLA | A | A | A | - | - | A | link | link | 2017 |
| MSDNet | a | ab | - | - | - | - | link | link | 2017 |
| FishNet | A | A | A | - | - | - | link | link | 2018 |
| ESPNetv2 | A | A | A | - | - | - | link | link | 2018 |
| HRNet | A | A | A | - | - | A | link | link | 2019 |
| VoVNet | A | A | A | - | - | A | link | link | 2019 |
| SelecSLS | A | A | A | - | - | A | link | link | 2019 |
| HarDNet | A | A | A | - | - | A | link | link | 2019 |
| X-DenseNet | aBCD | aBCD | aBCD | - | - | - | link | link | 2017 |
| SqueezeNet | A | A | A | A | A | A | link | link | 2016 |
| SqueezeResNet | A | A | A | A | A | A | link | - | 2016 |
| SqueezeNext | A | A | A | A | A | A | link | link | 2018 |
| ShuffleNet | A | A | A | A | A | A | link | - | 2017 |
| ShuffleNetV2 | A | A | A | A | A | A | link | - | 2018 |
| MENet | A | A | A | A | A | A | link | link | 2018 |
| MobileNet | AE | AE | AE | A | A | AE | link | link | 2017 |
| FD-MobileNet | A | A | A | A | A | A | link | link | 2018 |
| MobileNetV2 | A | A | A | A | A | A | link | link | 2018 |
| MobileNetV3 | A | A | A | A | - | A | link | link | 2019 |
| IGCV3 | A | A | A | A | A | A | link | link | 2018 |
| GhostNet | a | a | a | - | - | a | link | link | 2019 |
| MnasNet | A | A | A | A | A | A | link | - | 2018 |
| DARTS | A | A | A | - | - | - | link | link | 2018 |
| ProxylessNAS | AE | AE | AE | - | - | AE | link | link | 2018 |
| FBNet-C | A | A | A | - | - | A | link | - | 2018 |
| Xception | A | A | A | - | - | A | link | link | 2016 |
| InceptionV3 | A | A | A | - | - | A | link | link | 2015 |
| InceptionV4 | A | A | A | - | - | A | link | link | 2016 |
| InceptionResNetV2 | A | A | A | - | - | A | link | link | 2016 |
| PolyNet | A | A | A | - | - | A | link | link | 2016 |
| NASNet-Large | A | A | A | - | - | A | link | link | 2017 |
| NASNet-Mobile | A | A | A | - | - | A | link | link | 2017 |
| PNASNet-Large | A | A | A | - | - | A | link | link | 2017 |
| SPNASNet | A | A | A | - | - | A | link | link | 2019 |
| EfficientNet | A | A | A | A | - | A | link | link | 2019 |
| MixNet | A | A | A | - | - | A | link | link | 2019 |
| NIN | BCD | BCD | BCD | - | - | - | link | link | 2013 |
| RoR-3 | BCD | BCD | BCD | - | - | - | link | - | 2016 |
| RiR | BCD | BCD | BCD | - | - | - | link | - | 2016 |
| ResDrop-ResNet | bcd | bcd | bcd | - | - | - | link | link | 2016 |
| Shake-Shake-ResNet | BCD | BCD | BCD | - | - | - | link | link | 2017 |
| ShakeDrop-ResNet | bcd | bcd | bcd | - | - | - | link | - | 2018 |
| FractalNet | bc | bc | - | - | - | - | link | link | 2016 |
| NTS-Net |
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