Multi-label recognition on VOC 2007
88.41mAPBCP
Evaluation results
| Method | Links | |
|---|---|---|
| BCPBackbone=ViT-B/16, BP-free=true2026.06 | 88.41 | |
| BCPBackbone=RN-101, BP-FREE=true2026.06 | 87.33 | |
| BCPBackbone=ViT-B/32, BP-FREE=true2026.06 | 87.2 | |
| SCABackbone=ViT-B/16, BP-free=true2026.06 | 86.99 | |
| BCPBackbone=RN-50, BP-free=true2026.06 | 86.93 | |
| ADAPTBackbone=ViT-B/16, BP-free=true2026.06 | 86.34 | |
| SSGBackbone=ViT-B/16, BP-free=true2026.06 | 86.02 | |
| STSBackbone=ViT-B/16, BP-free=false2026.06 | 85.09 | |
| DOTABackbone=ViT-B/16, BP-free=true2026.06 | 84.97 | |
| DOTABackbone=ViT-B/32, BP-FREE=true2026.06 | 84.76 | |
| DOTABackbone=RN-50, BP-free=true2026.06 | 84.55 | |
| DOTABackbone=RN-101, BP-FREE=true2026.06 | 83 | |
| BEMBackbone=ViT-B/16, BP-free=false2026.06 | 81.28 | |
| TDABackbone=ViT-B/16, BP-free=true2026.06 | 80.12 | |
| DARTBackbone=ViT-B/16, BP-free=false2026.06 | 79.91 | |
| DMNBackbone=ViT-B/16, BP-free=true2026.06 | 79.83 | |
| CLIPBackbone=ViT-B/16, BP-free=true2026.06 | 79.58 | |
| RLCFBackbone=ViT-B/16, BP-free=false2026.06 | 79.29 | |
| BEMBackbone=RN-101, BP-FREE=false2026.06 | 78.72 | |
| BEMBackbone=ViT-B/32, BP-FREE=false2026.06 | 78.7 | |
| BEMBackbone=RN-50, BP-free=false2026.06 | 78.62 | |
| TDABackbone=RN-101, BP-FREE=true2026.06 | 78.12 | |
| DiffTPTBackbone=ViT-B/16, BP-free=false2026.06 | 77.93 | |
| TDABackbone=ViT-B/32, BP-FREE=true2026.06 | 77.62 | |
| TPTBackbone=ViT-B/16, BP-free=false2026.06 | 77.54 | |
| DMNBackbone=ViT-B/32, BP-FREE=true2026.06 | 77.42 | |
| CLIPBackbone=ViT-B/32, BP-FREE=true2026.06 | 77.18 | |
| RLCFBackbone=ViT-B/32, BP-FREE=false2026.06 | 77.12 | |
| DMNBackbone=RN-101, BP-FREE=true2026.06 | 76.82 | |
| CLIPBackbone=RN-101, BP-FREE=true2026.06 | 76.72 | |
| TDABackbone=RN-50, BP-free=true2026.06 | 76.64 | |
| CLIPBackbone=RN-50, BP-free=true2026.06 | 75.91 | |
| DiffTPTBackbone=RN-50, BP-free=false2026.06 | 75.89 | |
| TPTBackbone=RN-50, BP-free=false2026.06 | 75.54 | |
| DIFFTPTBackbone=RN-101, BP-FREE=false2026.06 | 74.98 | |
| DMNBackbone=RN-50, BP-free=true2026.06 | 74.87 | |
| TPTBackbone=RN-101, BP-FREE=false2026.06 | 74.82 | |
| DIFFTPTBackbone=ViT-B/32, BP-FREE=false2026.06 | 74.5 | |
| TPTBackbone=ViT-B/32, BP-FREE=false2026.06 | 74.21 | |
| RLCFBackbone=RN-101, BP-FREE=false2026.06 | 71.21 | |
| RLCFBackbone=RN-50, BP-free=false2026.06 | 65.75 |