Image Classification on CIFAR10 (Adversarial Robustness: CW & PGD)
76.58Clean AccuracyFull
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FullArch=ViT-H, Paras=631.512026.04 | 76.58 | 50.76 | 54.37 | |
| FullArch=Swin-L, Paras=196.192026.04 | 75.32 | 47.32 | 50.36 | |
| FullArch=ViT-L, Paras=304.332026.04 | 74.82 | 52.77 | 55.39 | |
| CAATArch=ViT-L, Paras=11.422026.04 | 73.72 | 51.49 | 54.83 | |
| CAATArch=ViT-H, Paras=27.332026.04 | 71.24 | 46.33 | 50.02 | |
| LoRAArch=ViT-L, Paras=23.582026.04 | 70.53 | 48.9 | 54.86 | |
| FullLoRA-ATArch=ViT-H, Paras=108.392026.04 | 70.33 | 43.6 | 48.33 | |
| LoRAArch=ViT-H, Paras=40.362026.04 | 69.32 | 44.39 | 45.97 | |
| FullLoRA-ATArch=ViT-L, Paras=81.142026.04 | 61.76 | 50.07 | 44.9 | |
| CAATArch=Swin-L, Paras=20.662026.04 | 52.37 | 40.37 | 41.28 | |
| FullLoRA-ATArch=Swin-L, Paras=63.722026.04 | 50.32 | 37.64 | 38.11 | |
| LoRAArch=Swin-L, Paras=18.932026.04 | 44.36 | 33.72 | 35.84 |