Adversarial Robustness Evaluation on Ten Fine-Grained Recognition Datasets Average
21.3DI2 Robustness ScoreMAC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MACCategory=Tuning-free, Backbone=CLIP-ViT-B/322026.06 | 21.3 | 47.5 | 47.4 | 17.5 | |
| R-TPTCategory=Tuning-based, Backbone=CLIP-ViT-B/322026.06 | 20.8 | 41.4 | 43.4 | 36.2 | |
| MTACategory=Tuning-free, Backbone=CLIP-ViT-B/322026.06 | 14.5 | 31.7 | 32.5 | 29.8 | |
| TTCCategory=Tuning-free, Backbone=CLIP-ViT-B/322026.06 | 5.1 | 42.3 | 8.4 | 2.4 | |
| CLIPCategory=Baseline, Backbone=CLIP-ViT-B/322026.06 | 0 | 0.1 | 0.1 | 0 |