| 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 |
- |