Zero-shot Classification on StanfordCars
70.7Top-1 Clean AccFARE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FARE2026.01 | 70.7 | 67.9 | — | — | — | |
| GRACEBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 68.9 | — | — | 32.4 | — | |
| R-TPT2026.01 | 68.6 | 45.4 | — | — | — | |
| Vanilla FTBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 68.4 | — | — | 0 | — | |
| TPGMBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 67.2 | — | — | 0 | — | |
| FLYPBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 66.8 | — | — | 0 | — | |
| SPDBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 66.5 | — | — | 0 | — | |
| WISE-FTBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 65.3 | — | — | 0 | — | |
| CLIP2026.01 | 65.2 | 0 | — | — | — | |
| CSR2026.01 | 62.7 | 60.9 | — | — | — | |
| Anti-Adv2026.01 | 62.5 | 13.7 | — | — | — | |
| CLIPBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 59.74 | — | — | 0 | — | |
| TTE2026.01 | 59 | 14.4 | — | — | — | |
| HD2026.01 | 57.8 | 1.4 | — | — | — | |
| LPF2026.01 | 54 | 16.9 | — | — | — | |
| FAREBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 52.4 | — | — | 15.2 | — | |
| TTC2026.01 | 46.6 | 20.2 | — | — | — | |
| PMG-AFTBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 42.3 | — | — | 28.5 | — | |
| LAATBackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 40.2 | — | — | 26.3 | — | |
| TeCoABackbone=ViT-B/16, Training=ImageNet, Evaluation=Zero-shot2026.03 | 37.5 | — | — | 24.03 | — | |
| TeCoA2026.01 | 32.9 | 23.6 | — | — | — | |
| C-PGCVariant=RN101-COCO2026.05 | — | — | — | — | 30.3 | |
| C-PGCVariant=ViT-B/16-COCO2026.05 | — | — | — | — | 56.7 | |
| DarkLLMVariant=Ensemble2026.05 | — | — | — | — | 71.7 | |
| ETUVariant=RN50-Flickr2026.05 | — | — | — | — | 21.6 | |
| ETUVariant=ViT-B/16-Flickr2026.05 | — | — | — | — | 53.4 | |
| GD-UAPVariant=Seg2026.05 | — | — | — | — | 19.9 | |
| GD-UAPVariant=CLS2026.05 | — | — | — | — | 28.8 | |
| Meta-UAPVariant=Ensemble2026.05 | — | — | — | — | 39.2 | |
| Meta-UAPVariant=Ensemble-Meta2026.05 | — | — | — | — | 34.6 | |
| TRM-UAPVariant=GoogleNet2026.05 | — | — | — | — | 30.5 | |
| TRM-UAPVariant=RN1522026.05 | — | — | — | — | 27.8 | |
| X-TransferVariant=Vanilla2026.05 | — | — | — | — | 34.3 | |
| X-TransferVariant=Base2026.05 | — | — | — | — | 69.7 |