Image Classification on Flower102 (Acc & Rob)
76.5AccuracyTTC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TTCBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 76.5 | 7.5 | |
| CLIPBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 76.2 | 0 | |
| R-TPTBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 76.2 | 55.6 | |
| MTABackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 76.1 | 44.2 | |
| TTPBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 76.1 | 58.7 | |
| T-VSSBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 75.2 | 60.9 | |
| EnsembleBackbone=ViT-L/14, Perturbation budget (epsilon)=4/2552026.06 | 75 | 48.6 | |
| TTCBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 69 | 7.4 | |
| R-TPTBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 68.7 | 44.6 | |
| CLIPBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 67.4 | 0 | |
| MTABackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 67.4 | 27.9 | |
| TTPBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 67.3 | 47.2 | |
| EnsembleBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 65.9 | 36.3 | |
| T-VSSBackbone=ViT-B/16, Perturbation budget (epsilon)=4/2552026.06 | 65.9 | 50.6 | |
| C-TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 64.8 | 0 | |
| TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 62.1 | 0 | |
| CLIPBackbone=CLIP-ResNet50, Augmented Views=63, Adversarial perturbation budget (epsilon)=1.02026.06 | 61.7 | 0 | |
| CLIPBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 61.7 | 0 | |
| MTABackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 61 | 31.5 | |
| TTPBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 61 | 35.2 | |
| R-TPTBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 60.6 | 51.9 | |
| SS-TPTBackbone=CLIP-ResNet50, Augmented Views=63, Adversarial perturbation budget (epsilon)=1.0, mode=test-time2026.06 | 59.4 | 51.3 | |
| T-VSSBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 58.8 | 54 | |
| EnsembleBackbone=ResNet-50, Perturbation budget (epsilon)=1/2552026.06 | 58 | 46.6 | |
| APT+TeCoABackbone=CLIP-ResNet50, Augmented Views=63, Adversarial perturbation budget (epsilon)=1.02026.06 | 42.7 | 42.6 | |
| TeCoABackbone=CLIP-ResNet50, Augmented Views=63, Adversarial perturbation budget (epsilon)=1.02026.06 | 33.5 | 33.4 | |
| APTBackbone=CLIP-ResNet50, Augmented Views=63, Adversarial perturbation budget (epsilon)=1.02026.06 | 2.6 | 1.1 |