Classification on Oxford Pets (accuracy)
90.38AccuracyBiFTA
Evaluation results
| Method | Links | |
|---|---|---|
| BiFTAZero-shot=true, Backbone=Average over five CLIP variants2026.01 | 90.38 | |
| WCAZero-shot=true, Backbone=Average over five CLIP variants2026.01 | 90.34 | |
| BiFTABackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 89.74 | |
| WCABackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 89.05 | |
| BiFTABackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 88.74 | |
| WCABackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 88.4 | |
| CuPLProtocol=Zero-shot, Backbone=RN-1012026.01 | 87.63 | |
| WCAProtocol=Zero-shot, Backbone=RN-1012026.01 | 87.43 | |
| CLIP-EBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 87.38 | |
| CuPLBackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 87.05 | |
| CuPLBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 87.03 | |
| CLIP-EProtocol=Zero-shot, Backbone=RN-1012026.01 | 86.97 | |
| BiFTAProtocol=Zero-shot, Backbone=RN-1012026.01 | 86.81 | |
| CLIP-EBackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 85.66 | |
| WaffleBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 85.5 | |
| CLIPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 85.04 | |
| CLIPProtocol=Zero-shot, Backbone=RN-1012026.01 | 84.96 | |
| CLIP-DBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 84.46 | |
| WaffleProtocol=Zero-shot, Backbone=RN-1012026.01 | 83.7 | |
| CLIP-DBackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 83.7 | |
| CLIPBackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 83.65 | |
| WaffleBackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 83.54 | |
| CLIP-DProtocol=Zero-shot, Backbone=RN-1012026.01 | 82.53 |