Long-Tailed Multi-Label Visual Recognition on COCO Long-Tailed (test)
66.19mAP TotalLMPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LMPTBackbone=ViT-B/162023.05 | 66.19 | 44.89 | 69.8 | 79.08 | |
| CoCoOpBackbone=ViT-B/162023.05 | 61.49 | 39.81 | 64.63 | 76.42 | |
| CoOpBackbone=ViT-B/162023.05 | 60.68 | 41.97 | 63.18 | 73.85 | |
| CLIPBackbone=ViT-B/162023.05 | 60.17 | 38.52 | 65.06 | 72.28 | |
| LMPTBackbone=RN-502023.05 | 58.97 | 41.87 | 61.6 | 69.6 | |
| LTMLBackbone=RN-502023.05 | 56.9 | 54.13 | 60.59 | 54.47 | |
| TaI-DPTBackbone=RN-502023.05 | 56.23 | 40.52 | 58.4 | 66.09 | |
| CLIPBackbone=RN-502023.05 | 56.19 | 35.73 | 60.52 | 68.45 | |
| CoOpBackbone=RN-502023.05 | 54.94 | 38.06 | 56.67 | 67.51 | |
| DB FocalBackbone=RN-502023.05 | 53.55 | 51.13 | 57.05 | 51.06 | |
| DualCoOpBackbone=RN-502023.05 | 53.11 | 40.48 | 55.2 | 62.11 | |
| BBNBackbone=RN-502023.05 | 50 | 49.79 | 53.99 | 44.91 | |
| Focal LossBackbone=RN-502023.05 | 49.46 | 49.8 | 54.77 | 42.14 | |
| CB FocalBackbone=RN-502023.05 | 49.06 | 47.91 | 53.01 | 44.85 | |
| RSBackbone=RN-502023.05 | 46.97 | 47.58 | 50.55 | 41.7 | |
| CoCoOpBackbone=RN-502023.05 | 46.02 | 36.02 | 50.57 | 48.82 | |
| OLTRBackbone=RN-502023.05 | 45.83 | 47.45 | 50.63 | 38.05 | |
| ML-GCNBackbone=RN-502023.05 | 44.24 | 44.04 | 48.36 | 38.96 | |
| RWBackbone=RN-502023.05 | 42.27 | 48.62 | 45.8 | 32.02 | |
| ERMBackbone=RN-502023.05 | 41.27 | 48.48 | 49.06 | 24.25 | |
| LDAMBackbone=RN-502023.05 | 40.53 | 48.77 | 48.38 | 22.92 |