Adversarial Robustness on ImageNet 1k (test)
53FGSM RobustnessRVT-B*
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RVT-B*Group=Transformers, FLOPs (G)=17.7, Params (M)=91.82021.05 | 53 | 29.9 | |
| RVT-BGroup=Transformers, FLOPs (G)=17.7, Params (M)=86.22021.05 | 52.3 | 27.4 | |
| RVT-S*Group=Transformers, FLOPs (G)=4.7, Params (M)=23.32021.05 | 51.8 | 28.2 | |
| RVT-SGroup=Transformers, FLOPs (G)=4.7, Params (M)=22.12021.05 | 51.3 | 26.2 | |
| PiT-BGroup=Transformers, FLOPs (G)=12.5, Params (M)=73.82021.05 | 49.3 | 23.7 | |
| Swin-BGroup=Transformers, FLOPs (G)=15.4, Params (M)=87.82021.05 | 49.2 | 21.3 | |
| T2T-ViT t-24Group=Transformers, FLOPs (G)=15.0, Params (M)=64.12021.05 | 46.7 | 17.5 | |
| DeiT-BGroup=Transformers, FLOPs (G)=17.6, Params (M)=86.62021.05 | 46.4 | 21.3 | |
| ConViT-BGroup=Transformers, FLOPs (G)=17.7, Params (M)=86.52021.05 | 45.4 | 20.8 | |
| EfficientNet-B4Group=CNNs, FLOPs (G)=4.4, Params (M)=19.32021.05 | 44.6 | 18.5 | |
| RVT-Ti*Group=Transformers, FLOPs (G)=1.3, Params (M)=10.92021.05 | 42.7 | 18.9 | |
| ConViT-SGroup=Transformers, FLOPs (G)=5.4, Params (M)=27.82021.05 | 41 | 17.2 | |
| PiT-SGroup=Transformers, FLOPs (G)=2.9, Params (M)=23.52021.05 | 41 | 16.5 | |
| T2T-ViT t-14Group=Transformers, FLOPs (G)=6.1, Params (M)=21.52021.05 | 40.9 | 11.4 | |
| DeiT-SGroup=Transformers, FLOPs (G)=4.6, Params (M)=22.12021.05 | 40.7 | 16.7 | |
| ResNet-50*Group=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 36.3 | 12.5 | |
| RVT-TiGroup=Transformers, FLOPs (G)=1.3, Params (M)=8.62021.05 | 34.8 | 11.7 | |
| ResNeXt50-32x4dGroup=CNNs, FLOPs (G)=4.3, Params (M)=25.02021.05 | 34.7 | 13.5 | |
| Swin-TGroup=Transformers, FLOPs (G)=4.5, Params (M)=28.32021.05 | 33.7 | 7.3 | |
| TNT-SGroup=Transformers, FLOPs (G)=5.2, Params (M)=23.82021.05 | 33.2 | 4.2 | |
| PVT-LargeGroup=Transformers, FLOPs (G)=9.8, Params (M)=61.42021.05 | 33.1 | 7.3 | |
| Anti-Aliased CNNGroup=CNNs, FLOPs (G)=4.2, Params (M)=25.62021.05 | 32.9 | 13.5 | |
| DeepAugmentGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 27.1 | 9.5 | |
| PVT-SmallGroup=Transformers, FLOPs (G)=3.8, Params (M)=24.52021.05 | 26.6 | 3.1 | |
| ConViT-TiGroup=Transformers, FLOPs (G)=1.4, Params (M)=5.72021.05 | 24.7 | 7.5 | |
| Inception v3Group=CNNs, FLOPs (G)=5.7, Params (M)=27.22021.05 | 22.5 | 3.1 | |
| DeiT-TiGroup=Transformers, FLOPs (G)=1.3, Params (M)=5.72021.05 | 22.3 | 6.2 | |
| Debiased CNNGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 20.4 | 5.5 | |
| PiT-TiGroup=Transformers, FLOPs (G)=0.7, Params (M)=4.92021.05 | 20.4 | 5.1 | |
| AugMixGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 20.2 | 3.8 | |
| ANTGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 17.8 | 3.1 | |
| RegNetY-4GFGroup=CNNs, FLOPs (G)=4.0, Params (M)=20.62021.05 | 15.4 | 2.4 | |
| ResNet-50Group=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.05 | 12.2 | 0.9 | |
| PVT-TinyGroup=Transformers, FLOPs (G)=1.9, Params (M)=13.22021.05 | 10 | 0.5 |