Image Classification on ImageNet V2 A Sketch ObjNet R
38.9Avg Shift ScoreSwin-T
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Swin-TParam=28, FLOPS=4.52024.03 | 38.9 | 69.7 | 33.1 | 21.1 | 29.3 | 41.5 | |
| ConvNeXt-TParam=29, FLOPS=4.52024.03 | 42.7 | 72.5 | 35.6 | 24.2 | 33.8 | 47.2 | |
| SLAK-TParam=30, FLOPS=5.02024.03 | 43.3 | 72 | 36.6 | 30 | 32.4 | 45.3 | |
| HorNet-TParam=22, FLOPS=4.02024.03 | 43.4 | 72.3 | 37.5 | 26.6 | 34.1 | 46.6 | |
| Swin-SParam=50, FLOPS=8.72024.03 | 43.8 | 72 | 36.8 | 32.5 | 32.3 | 45.2 | |
| NAT-TParam=28, FLOPS=4.32024.03 | 44 | 72.2 | 37.8 | 33 | 31.9 | 44.9 | |
| RDNet-TParam=24, FLOPS=5.02024.03 | 44.7 | 72.9 | 36.9 | 27.7 | 37 | 49 | |
| Swin-BParam=88, FLOPS=15.42024.03 | 44.9 | 72.4 | 37.6 | 35.4 | 32.7 | 46.5 | |
| ConvNeXt-SParam=50, FLOPS=8.72024.03 | 45.7 | 72.5 | 38 | 31.3 | 37.1 | 49.6 | |
| NAT-SParam=51, FLOPS=7.82024.03 | 46.4 | 73.2 | 39.9 | 37.4 | 34.3 | 47.3 | |
| HorNet-SParam=50, FLOPS=8.82024.03 | 47.3 | 73.6 | 39.9 | 36.2 | 36.9 | 49.7 | |
| RDNet-SParam=50, FLOPS=8.72024.03 | 47.8 | 73.8 | 39.3 | 33.5 | 39.8 | 52.8 | |
| ConvNeXt-BParam=89, FLOPS=15.42024.03 | 47.9 | 73.7 | 39.9 | 36.7 | 38.2 | 51.2 | |
| SLaK-SParam=55, FLOPS=9.82024.03 | 48.2 | 73.6 | 39.6 | 39.3 | 37.5 | 50.9 | |
| NAT-BParam=90, FLOPS=13.72024.03 | 48.5 | 74.1 | 40.7 | 41.4 | 36.6 | 49.7 | |
| HorNet-BParam=87, FLOPS=15.62024.03 | 48.8 | 73.9 | 41 | 39.9 | 38.1 | 51.2 | |
| SLaK-BParam=95, FLOPS=17.12024.03 | 48.9 | 74 | 39.7 | 41.6 | 38.5 | 50.8 | |
| RDNet-BParam=87, FLOPS=15.42024.03 | 49 | 74.2 | 39.7 | 38.1 | 40.1 | 52.7 | |
| ConvNeXt-LParam=198, FLOPS=34.42024.03 | 49.9 | 74.2 | 40.6 | 41.3 | 40.1 | 53.5 | |
| RDNet-LParam=186, FLOPS=34.72024.03 | 52.2 | 75 | 42.1 | 42.9 | 44.5 | 56.5 |