Image Classification on ImageNet-SK (test)
36Top-1 AccuracyRVT-B*
Evaluation Results
| Method | Links | |
|---|---|---|
| RVT-B*Group=Transformers, FLOPs (G)=17.7, Params (M)=91.82021.05 | 36 | |
| RVT-BGroup=Transformers, FLOPs (G)=17.7, Params (M)=86.22021.05 | 35.8 | |
| ConViT-BGroup=Transformers, FLOPs (G)=17.7, Params (M)=86.52021.05 | 35.7 | |
| T2T-ViT t-24Group=Transformers, FLOPs (G)=15.0, Params (M)=64.12021.05 | 35.4 | |
| RVT-SGroup=Transformers, FLOPs (G)=4.7, Params (M)=22.12021.05 | 35 | |
| RVT-S*Group=Transformers, FLOPs (G)=4.7, Params (M)=23.32021.05 | 34.7 | |
| EfficientNet-B4Group=CNNs, FLOPs (G)=4.4, Params (M)=19.32021.05 | 34.1 | |
| ConViT-SGroup=Transformers, FLOPs (G)=5.4, Params (M)=27.82021.05 | 33.1 | |
| DeepAugmentGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 32.6 | |
| T2T-ViT t-14Group=Transformers, FLOPs (G)=6.1, Params (M)=21.52021.05 | 32.5 | |
| DeiT-BGroup=Transformers, FLOPs (G)=17.6, Params (M)=86.62021.05 | 32.4 | |
| Swin-BGroup=Transformers, FLOPs (G)=15.4, Params (M)=87.82021.05 | 32.4 | |
| PiT-BGroup=Transformers, FLOPs (G)=12.5, Params (M)=73.82021.05 | 32.3 | |
| TNT-SGroup=Transformers, FLOPs (G)=5.2, Params (M)=23.82021.05 | 31.6 | |
| ResNet-50*Group=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 31.5 | |
| PiT-SGroup=Transformers, FLOPs (G)=2.9, Params (M)=23.52021.05 | 30.8 | |
| RVT-Ti*Group=Transformers, FLOPs (G)=1.3, Params (M)=10.92021.05 | 30.4 | |
| PVT-LargeGroup=Transformers, FLOPs (G)=9.8, Params (M)=61.42021.05 | 30.2 | |
| RVT-TiGroup=Transformers, FLOPs (G)=1.3, Params (M)=8.62021.05 | 30 | |
| Anti-Aliased CNNGroup=CNNs, FLOPs (G)=4.2, Params (M)=25.62021.05 | 29.6 | |
| DeiT-SGroup=Transformers, FLOPs (G)=4.6, Params (M)=22.12021.05 | 29.4 | |
| ResNeXt50-32x4dGroup=CNNs, FLOPs (G)=4.3, Params (M)=25.02021.05 | 29.3 | |
| Swin-TGroup=Transformers, FLOPs (G)=4.5, Params (M)=28.32021.05 | 29.1 | |
| AugMixGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 28.5 | |
| Debiased CNNGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 28.4 | |
| Inception v3Group=CNNs, FLOPs (G)=5.7, Params (M)=27.22021.05 | 27.6 | |
| PVT-SmallGroup=Transformers, FLOPs (G)=3.8, Params (M)=24.52021.05 | 27.2 | |
| ANTGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 26.3 | |
| RegNetY-4GFGroup=CNNs, FLOPs (G)=4.0, Params (M)=20.62021.05 | 25.9 | |
| ResNet-50Group=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 24.1 | |
| ConViT-TiGroup=Transformers, FLOPs (G)=1.4, Params (M)=5.72021.05 | 22.4 | |
| PiT-TiGroup=Transformers, FLOPs (G)=0.7, Params (M)=4.92021.05 | 21.6 | |
| PVT-TinyGroup=Transformers, FLOPs (G)=1.9, Params (M)=13.22021.05 | 21.5 | |
| DeiT-TiGroup=Transformers, FLOPs (G)=1.3, Params (M)=5.72021.05 | 20.2 |