Classification on Place365
41.55AccuracyBiFTA
Evaluation results
| Method | Links | |
|---|---|---|
| BiFTABackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 41.55 | |
| BiFTAZero-shot=true, Backbone=Average over five CLIP variants2026.01 | 41.15 | |
| WCABackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 40.55 | |
| WCAZero-shot=true, Backbone=Average over five CLIP variants2026.01 | 40.22 | |
| CLIP-DBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 39.9 | |
| BiFTABackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 39.7 | |
| WaffleBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 39.47 | |
| BiFTAProtocol=Zero-shot, Backbone=RN-1012026.01 | 39.4 | |
| CLIP-EBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 39.28 | |
| CuPLBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 39.08 | |
| WCABackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 38.91 | |
| CLIPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.01 | 38.51 | |
| WCAProtocol=Zero-shot, Backbone=RN-1012026.01 | 38.11 | |
| WaffleProtocol=Zero-shot, Backbone=RN-1012026.01 | 37.83 | |
| CLIP-EProtocol=Zero-shot, Backbone=RN-1012026.01 | 37.81 | |
| CuPLBackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 37.78 | |
| WaffleBackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 37.77 | |
| CLIP-EBackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 37.73 | |
| CLIP-DBackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 37.13 | |
| CLIPBackbone=RN-50, Zero-shot evaluation protocol=true2026.01 | 37.04 | |
| CLIPProtocol=Zero-shot, Backbone=RN-1012026.01 | 36.77 | |
| CuPLProtocol=Zero-shot, Backbone=RN-1012026.01 | 35.77 | |
| CLIP-DProtocol=Zero-shot, Backbone=RN-1012026.01 | 35.75 |