Zero-Shot Classification on SUN (T1, U, S, H metrics)
62U ScoreCV-DCLR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CV-DCLREntanglement level (r)=42026.07 | 62 | 65.6 | 29 | 39.5 | |
| CV-DCLREntanglement level (r)=32026.07 | 61.9 | 66.3 | 34.2 | 44.1 | |
| ACRBackbone=ViT-based2025.12 | 60 | 76.5 | 51 | 55.1 | |
| VSPCNBackbone=ViT-based, Venue=CVPR’252025.12 | 59.4 | 75.3 | 49.1 | 53.8 | |
| CV-DCLREntanglement level (r)=22026.07 | 58.3 | 66.9 | 39.8 | 47.3 | |
| SVIPBackbone=ViT-based, Venue=ICCV’252025.12 | 53.7 | 71.6 | 48 | 50.7 | |
| CV-DCLREntanglement level (r)=12026.07 | 53.3 | 68 | 45.6 | 49.1 | |
| MSDNBackbone=ResNet101, Venue=CVPR’222025.12 | 52.2 | 65.8 | 34.2 | 41.3 | |
| MSDNEntanglement level (r)=12026.07 | 50.1 | 61.1 | 21 | 29.6 | |
| MSDNEntanglement level (r)=22026.07 | 48.9 | 59.5 | 16.4 | 24.6 | |
| TransZeroEntanglement level (r)=22026.07 | 48.7 | 55.7 | 15.7 | 23.7 | |
| HSVABackbone=ResNet101, Venue=NeurIPS’212025.12 | 48.6 | 63.8 | 39 | 43.3 | |
| TransZeroEntanglement level (r)=32026.07 | 48.5 | 53.6 | 11 | 17.9 | |
| SDGZSLBackbone=ResNet101, Venue=ICCV’212025.12 | 48.2 | 62.4 | 36.1 | 41.3 | |
| TransZeroEntanglement level (r)=12026.07 | 47.4 | 58.5 | 22.6 | 30.6 | |
| TransZeroEntanglement level (r)=42026.07 | 46.9 | 53.9 | 7.1 | 12.4 | |
| ZSLViTBackbone=ViT-based, Venue=CVPR’242025.12 | 45.9 | 68.3 | 48.4 | 47.3 | |
| MSDNEntanglement level (r)=32026.07 | 45.8 | 57.3 | 11.9 | 18.8 | |
| RFFBackbone=ResNet101, Venue=CVPR’202025.12 | 45.7 | — | 38.6 | 41.9 | |
| DUETBackbone=ViT-based, Venue=AAAI’232025.12 | 45.7 | 64.4 | 45.8 | 45.8 | |
| TFBackbone=ResNet101, Venue=ECCV’202025.12 | 45.6 | 66 | 40.7 | 43 | |
| ICISBackbone=ResNet101, Venue=ICCV’232025.12 | 45.2 | 51.8 | 25.6 | 32.7 | |
| CoAR-ZSLEntanglement level (r)=12026.07 | 43.5 | 60.9 | 34.3 | 38.4 | |
| CoAR-ZSLEntanglement level (r)=22026.07 | 42.6 | 61.7 | 30.1 | 35.3 | |
| APNBackbone=ResNet101, Venue=NeurIPS’202025.12 | 41.9 | 61.6 | 34 | 37.6 | |
| GEM-ZSLEntanglement level (r)=12026.07 | 38.4 | 61.4 | 35.3 | 36.8 | |
| GEMBackbone=ResNet101, Venue=CVPR’212025.12 | 38.1 | 62.8 | 35.7 | 36.9 | |
| CoAR-ZSLEntanglement level (r)=32026.07 | 37.7 | 57.6 | 29.8 | 33.3 | |
| GEM-ZSLEntanglement level (r)=22026.07 | 37.4 | 58 | 29.3 | 31.9 | |
| Dis-VAEBackbone=ResNet101, Venue=AAAI’212025.12 | 36.6 | — | 47.6 | 41.4 | |
| MSDNEntanglement level (r)=42026.07 | 35.5 | 54.9 | 10.3 | 16 | |
| CoAR-ZSLEntanglement level (r)=42026.07 | 35.4 | 54.9 | 27.3 | 30.8 | |
| GEM-ZSLEntanglement level (r)=32026.07 | 31.8 | 57 | 29.3 | 30.5 | |
| GEM-ZSLEntanglement level (r)=42026.07 | 30.2 | 56.2 | 28.3 | 29.2 |