Multi-label Image Classification on MS-COCO (mAP by Precision Threshold)
83.3mAP @ p=0.1TRM-ML
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| TRM-MLBackbone=clip2025.10 | 83.3 | 84.5 | 85 | 85.3 | 85.6 | 85.8 | 86.1 | 86.4 | 86.5 | 85.4 | |
| T2I-PALBackbone=clip2025.10 | 82.7 | 83 | 84.5 | 84.6 | 84.8 | 85 | 85.6 | 85.8 | 85.9 | 84.7 | |
| CSL*Backbone=clip2025.10 | 82.6 | 84.5 | 85.8 | 86.6 | 87.1 | 87.5 | 87.7 | 88 | 88.2 | 86.4 | |
| TaI-DPTBackbone=clip2025.10 | 81.5 | 82.6 | 83.3 | 83.7 | 83.9 | 84 | 84.2 | 84.4 | 84.5 | 83.6 | |
| DualCoOp++Backbone=clip2025.10 | 81.4 | 83.1 | 83.7 | 84.2 | 84.4 | 84.5 | 84.8 | 85 | 85.1 | 84 | |
| SCPNetBackbone=clip2025.10 | 80.3 | 82.2 | 82.8 | 83.4 | 83.8 | 83.9 | 84 | 84.1 | 84.2 | 83.2 | |
| PU-MLC*Backbone=clip2025.10 | 80.2 | 83.2 | 84.4 | 85.6 | 85.9 | 86.6 | 87 | 87.1 | 87.5 | 85.3 | |
| DualCoOpBackbone=clip2025.10 | 78.7 | 80.9 | 81.7 | 82 | 82.5 | 82.7 | 82.8 | 83 | 83.1 | 81.9 | |
| CSLBackbone=vanilla2025.10 | 78.2 | 80.6 | 82.3 | 83.1 | 83.8 | 84.4 | 84.7 | 85 | 85.4 | 83.1 | |
| PU-MLCBackbone=vanilla2025.10 | 75.7 | 78.6 | 80.2 | 81.3 | 82 | 82.6 | 83 | 83.5 | 83.8 | 81.2 | |
| SARB*Backbone=clip2025.10 | 75.5 | 78.5 | 79 | 79.5 | 80.4 | 80.2 | 80.8 | 80.6 | 80.8 | 79.4 | |
| SARBBackbone=vanilla2025.10 | 71.2 | 75 | 77.1 | 78.3 | 78.9 | 79.6 | 79.8 | 80.5 | 80.5 | 77.9 | |
| ASLBackbone=vanilla2025.10 | 69.7 | 74 | 75.1 | 76.8 | 77.5 | 78.1 | 78.7 | 79.1 | 79.7 | 76.5 | |
| SST*Backbone=clip2025.10 | 69.1 | 78.5 | 79.3 | 79.9 | 80.1 | 80.5 | 81.1 | 80.7 | 80.7 | 78.9 | |
| P-GCNBackbone=vanilla2025.10 | 68.3 | 72.3 | 74.4 | 76.3 | 77.9 | 78.6 | 79.7 | 80.7 | 81.6 | 76.6 | |
| SSTBackbone=vanilla2025.10 | 68.1 | 73.5 | 75.9 | 77.3 | 78.1 | 78.9 | 79.2 | 79.6 | 79.9 | 76.7 | |
| SSGRLBackbone=vanilla2025.10 | 62.5 | 70.5 | 73.2 | 74.5 | 76.3 | 76.5 | 77.1 | 77.9 | 78.4 | 74.1 | |
| Partial BCEBackbone=vanilla2025.10 | 61.6 | 70.5 | 74.1 | 76.3 | 77.2 | 77.7 | 78.2 | 78.4 | 78.5 | 74.7 |