BACKBONES.md
April 30, 2022 ยท View on GitHub
Supported Backbones
| Backbone | Variants | ImageNet-1k Top-1 Acc (%) | Params (M) | GFLOPs | Weights |
|---|---|---|---|---|---|
| MicroNet | M1|M2|M3 | 51.4|59.4|62.5 | 1|2|3 | 7M|14M|23M | download |
| MobileNetV2 | 1.0 | 71.9 | 3 | 300M | download |
| MobileNetV3 | S|L | 67.7|74.0 | 3|5 | 56M|219M | S|L |
| DDRNet | 23slim | 73.7 | 5 | 860M | download |
| ResNet | 18|50|101 | 71.5|80.4|81.5 | 12|26|45 | 2|4|8 | download |
| ResNetD | 18|50|101 | - | 12|25|44 | 2|4|8 | download |
| MiT | B1|B2|B3 | - | 14|25|45 | 2|4|8 | download |
| PVTv2 | B1|B2|B4 | 78.7|82.0|83.6 | 14|25|63 | 2|4|10 | download |
| ResT | S|B|L | 79.6|81.6|83.6 | 14|30|52 | 2|4|8 | download |
| PoolFormer | S24|S36|M36 | 80.3|81.4|82.1 | 21|31|56 | 4|5|9 | download |
| ConvNeXt | T|S|B | 82.1|83.1|83.8 | 28|50|89 | 5|9|15 | download |
| UniFormer | S|B | 82.9|83.8 | 22|50 | 4|8 | download |
| VAN | S|B|L | 81.1|82.8|83.9 | 14|27|45 | 3|5|9 | - |
| DaViT | T|S|B | 82.8|84.2|84.6 | 28|50|88 | 5|9|16 | - |