Multi-label Recognition on NUS-WIDE seen & unseen (P/R/F1@3/5, mAP)
23.5F1 Score @ 3RAM
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RAMBackbone=ViT-B/162025.03 | 23.5 | 38.7 | 16.9 | 32.7 | 23.9 | 27.6 | 20.7 | |
| MKTBackbone=ViT-B/162025.03 | 22 | 35.9 | 15.8 | 29.9 | 22 | 25.4 | 18.3 | |
| DualCoOp++Backbone=ViT-B/162025.03 | 21.1 | 34.7 | 15.2 | 29.2 | 21.3 | 24.7 | 15.1 | |
| TGFBackbone=ViT-B/162025.03 | 20.7 | 33.9 | 14.9 | 29.1 | 21.4 | 24.6 | 15.8 | |
| DualCoOpBackbone=ViT-B/162025.03 | 19.4 | 31.9 | 13.9 | 26.2 | 19.1 | 22.1 | 12 | |
| SDLMBackbone=ViT-B/162025.03 | 18.5 | 27.7 | 13.9 | 23 | 19.3 | 21 | 12.1 | |
| OVMLBackbone=ViT-B/162025.03 | 18.3 | 32.9 | 12.6 | 28.1 | 18 | 22 | 14.3 | |
| CLIPBackbone=ViT-B/162025.03 | 16.5 | 27.2 | 11.9 | 22.2 | 16.2 | 18.7 | 16.8 | |
| BIAMBackbone=ViT-B/162025.03 | 16.1 | — | — | — | — | 19 | 9.3 | |
| LESAMBackbone=ViT-B/162025.03 | 14.4 | 23.6 | 10.4 | 19.8 | 14.6 | 16.8 | 5.6 |