Zero-shot Image Classification on Food101 (PGD Robustness)
60.8Accuracy (Robust, PGD-100, eps=1/255)TAME
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TAMEBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Prompt Configuration=V-L Independent2026.05 | 60.8 | — | 69.6 | 58.1 | 69.7 | |
| SAFT-L2026.02 | 26.19 | 74.33 | — | — | — | |
| FARE2026.02 | 25.56 | 70.16 | — | — | — | |
| TeCoA2026.02 | 25.19 | 56.3 | — | — | — | |
| PMG-AFT2026.02 | 24.44 | 65.73 | — | — | — | |
| TGA-ZSR2026.02 | 24.41 | 73.94 | — | — | — | |
| SAFT-M2026.02 | 24.13 | 70.66 | — | — | — | |
| VanillaBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 3.6 | — | 0 | 7.5 | 0 | |
| CLIP2026.02 | 3.45 | 73.79 | — | — | — |