Image Classification on DTD (Accuracy, Robustness)
40.4AccuracyCLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLIPBackbone=CLIP-ResNet50, Augmented Views=63, Adversarial perturbation budget (epsilon)=1.02026.06 | 40.4 | 0.8 | |
| SS-TPTBackbone=CLIP-ResNet50, Augmented Views=63, Adversarial perturbation budget (epsilon)=1.0, mode=test-time2026.06 | 39.8 | 33.8 | |
| APT+TeCoABackbone=CLIP-ResNet50, Augmented Views=63, Adversarial perturbation budget (epsilon)=1.02026.06 | 39.2 | 39 | |
| TeCoABackbone=CLIP-ResNet50, Augmented Views=63, Adversarial perturbation budget (epsilon)=1.02026.06 | 26.2 | 26 | |
| APTBackbone=CLIP-ResNet50, Augmented Views=63, Adversarial perturbation budget (epsilon)=1.02026.06 | 16.6 | 7.9 |