Image Classification on Caltech101 (Clean and Adversarial Top-1 Accuracy)
95.8Clean Top-1 AccMTA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MTABackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 95.8 | 83.1 | |
| R-TPTBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 95.7 | 88.2 | |
| CLIPBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 95.2 | 0.1 | |
| TTPBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 95.1 | 88.6 | |
| EnsembleBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 94.9 | 83.6 | |
| T-VSSBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 94.8 | 87.5 | |
| MTABackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 94.3 | 72.1 | |
| CLIPBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 94 | 0 | |
| R-TPTBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 93.7 | 82 | |
| TTPBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 93.5 | 82.3 | |
| T-VSSBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 93.4 | 81.5 | |
| EnsembleBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 91.9 | 74.7 | |
| TTCBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 88.7 | 7.7 | |
| TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 87.9 | 7 | |
| C-TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 87.7 | 3.7 | |
| TTCBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 87.6 | 8.4 | |
| MTABackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 87.3 | 65.9 | |
| R-TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 86.7 | 79.8 | |
| CLIPBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 85.9 | 2.6 | |
| TTPBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 85.9 | 73.7 | |
| T-VSSBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 84.4 | 78.1 | |
| EnsembleBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 83.5 | 74.8 |