Image Classification on DTD (CW, DF, FGSM Metrics)
39.2CW Robustness ScoreA-TPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| A-TPTBackbone=ViT-B/322026.05 | 39.2 | 41.6 | 38.8 | 39.9 | |
| T-VSSBackbone=CLIP-ViT-B/162026.06 | 39.1 | 42.3 | 37.4 | 39.6 | |
| TTPBackbone=CLIP-ViT-B/162026.06 | 38.9 | 40.1 | 37.1 | 38.7 | |
| R-TPTBackbone=ViT-B/322026.05 | 34.2 | 35.9 | 32.5 | 34.2 | |
| R-TPTBackbone=CLIP-ViT-B/162026.06 | 34.2 | 35.9 | 32.5 | 34.2 | |
| EnsembleBackbone=CLIP-ViT-B/162026.06 | 31.1 | 32.9 | 29.7 | 31.2 | |
| MTABackbone=ViT-B/322026.05 | 23.6 | 23.5 | 23.9 | 23.7 | |
| MTABackbone=CLIP-ViT-B/162026.06 | 23.6 | 23.5 | 23.9 | 23.7 | |
| TPTBackbone=CLIP-ViT-B/162026.06 | 21.3 | 24.4 | 22.2 | 22.6 | |
| C-TPTBackbone=CLIP-ViT-B/162026.06 | 11.9 | 15.8 | 17.5 | 15.1 | |
| CLIPBackbone=CLIP-ViT-B/162026.06 | 2.3 | 7.6 | 13.4 | 7.8 |