Fine-grained classification on Caltech101 (Clean Accuracy and Robust Accuracy)
97.9Robust AccuracyAGC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AGCBackbone=ViT-L/14, Epsilon=4/2552026.05 | 97.9 | 95.6 | |
| DBDBackbone=CLIP-ViT-B/16, Attack Type=PGD-100, Perturbation Budget (epsilon)=4/255, Labeling Strategy=pseudo-labels2026.06 | 94.1 | — | |
| EnsembleBackbone=ViT-L/14, Epsilon=4/2552026.05 | 89.7 | 95.3 | |
| TTPBackbone=ViT-L/14, Epsilon=4/2552026.05 | 88.6 | 95.1 | |
| R-TPTBackbone=ViT-L/14, Epsilon=4/2552026.05 | 88.2 | 95.7 | |
| R-TPTBackbone=CLIP-ViT-B/16, Attack Type=PGD-100, Perturbation Budget (epsilon)=4/255, Labeling Strategy=pseudo-labels2026.06 | 84.1 | — | |
| MTABackbone=ViT-L/14, Epsilon=4/2552026.05 | 83.1 | 95.8 | |
| TTCBackbone=ViT-L/14, Epsilon=4/2552026.05 | 7.7 | 88.7 | |
| CLIPBackbone=CLIP-ViT-B/16, Attack Type=PGD-100, Perturbation Budget (epsilon)=4/255, Labeling Strategy=pseudo-labels2026.06 | 1.7 | — | |
| CLIPBackbone=ViT-L/14, Epsilon=4/2552026.05 | 0.1 | 95.2 | |
| Clean (Reference)Backbone=CLIP-ViT-B/16, Labeling Strategy=none (clean accuracy)2026.06 | — | 94.2 |