ClassificaitonX is an open source 2D image classfication toolbox based on Tensorflow2.4+.
- 2021.05.19 add resnest, shufflentv1, shufflenetv2.
- 2021.01.05 Initialized the repository.
| model | #Params | BFLOPs | top-1 error | top-5 error |
|---|---|---|---|---|
| ResNet18 | 30.24 | 10.92 | ||
| ResNet34 | 26.70 | 8.58 | ||
| ResNet50 | 22.73M | 9.74 | 23.85 | 7.13 |
| ResNet101 | 22.63 | 6.44 | ||
| ResNet152 | 27.21M | 22.6 | 21.69 | 5.94 |
| model | #Params | BFLOPs | top-1 error | top-5 error | link |
|---|---|---|---|---|---|
| Res2Net-50-48w-2s | 25.29M | 4.2 | 22.68 | 6.47 | |
| Res2Net-50-26w-4s | 25.70M | 4.2 | 22.01 | 6.15 | |
| Res2Net-50-14w-8s | 25.06M | 4.2 | 21.86 | 6.14 | |
| Res2Net-50-26w-6s | 37.05M | 6.3 | 21.42 | 5.87 | |
| Res2Net-50-26w-8s | 48.40M | 8.3 | 20.80 | 5.63 | |
| Res2Net-101-26w-4s | 45.21M | 8.1 | 20.81 | 5.57 | |
| Res2Net-v1b-50 | 25.72M | 4.5 | 19.73 | 4.96 | |
| Res2Net-v1b-101 | 45.23M | 8.3 | 18.77 | 4.64 | |
| Res2NeXt-50 | 24.67M | 4.2 | 21.76 | 6.09 | |
| Res2Net-DLA-60 | 21.15M | 4.2 | 21.53 | 5.80 | |
| Res2NeXt-DLA-60 | 17.33M | 3.6 | 21.55 | 5.86 |
| model | #Params | BFLOPs | top-1 error | top-5 error | link |
|---|---|---|---|---|---|
| Darknet-53 | 41.57M | 18.57 | 22.8 | 6.2 | |
| CSPDarkNet-53 | 27.61M | 13.07 | 22.8 | 6.4 |
| model | #Params | BFLOPs | top-1 error | top-5 error | link |
|---|---|---|---|---|---|
| ResNeSt-50 | - | - | 18.95 | 5.58 | baidu[5fzh] |
| ResNeSt-101 | - | - | 17.18 | 3.69 | baidu[utbi] |
| ResNeSt-200 | - | - | 16.16 | 3.14 | baidu[x2jc] |
| ResNeSt-269 | - | - | 15.57 | 3.02 | baidu[7bap] |
| model | #Params | BFLOPs | top-1 error | top-5 error | link |
|---|---|---|---|---|---|
| ReXNet_0.9 | 4.1M | 0.35 | 22.8 | 6.5 | |
| ReXNet_1.0 | 4.8M | 0.40 | 22.1 | 6.1 | baidu[7j5d] |
| ReXNet_1.3 | 7.6M | 0.66 | 20.5 | 5.3 | baidu[knir] |
| ReXNet_1.5 | 9.7M | 0.88 | 19.7 | 4.8 | baidu[vev5] |
| ReXNet_2.0 | 19M | 1.8 | 18.4 | 4.3 | baidu[ayv6] |