Multi-label classification on VOC-MLT (test)
87.88Total mAPLMPT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LMPTBackbone=ViT-B/162023.05 | 87.88 | 72.1 | 89.26 | 98.49 | |
| CoOpBackbone=ViT-B/162023.05 | 86.02 | 67.71 | 88.79 | 97.67 | |
| CLIPBackbone=ViT-B/162023.05 | 85.77 | 66.52 | 88.93 | 97.83 | |
| LMPTBackbone=RN-502023.05 | 85.44 | 66.62 | 88.11 | 97.86 | |
| CoCoOpBackbone=ViT-B/162023.05 | 84.47 | 64.58 | 87.82 | 96.88 | |
| CLIPBackbone=RN-502023.05 | 84.3 | 63.6 | 88.03 | 97.03 | |
| TaI-DPTBackbone=RN-502023.05 | 83.75 | 66.27 | 85.17 | 94.57 | |
| LTMLBackbone=RN-502023.05 | 81.44 | 75.68 | 85.53 | 82.69 | |
| CoOpBackbone=RN-502023.05 | 81.34 | 65.1 | 81.54 | 93.37 | |
| DualCoOpBackbone=RN-502023.05 | 81.03 | 66.45 | 80.53 | 92.33 | |
| DB-FocalLoss=Distribution-Balanced + Focal2020.07 | 78.94 | 73.22 | 84.18 | 79.3 | |
| DB FocalBackbone=RN-502023.05 | 78.94 | 73.22 | 84.18 | 79.3 | |
| DBLoss=Distribution-Balanced2020.07 | 78.65 | 73.16 | 84.11 | 78.66 | |
| CoCoOpBackbone=RN-502023.05 | 78.63 | 64.33 | 80.51 | 87.94 | |
| R-BCE-FocalLoss=Re-balanced Binary Cross Entropy + Focal2020.07 | 77.39 | 72.44 | 83.16 | 76.77 | |
| RS-FocalStrategy=Re-Sampling, Loss=Focal Loss2020.07 | 76.45 | 72.05 | 83.42 | 74.52 | |
| R-BCELoss=Re-balanced Binary Cross Entropy2020.07 | 76.34 | 71.4 | 82.76 | 75.22 | |
| RSStrategy=Re-Sampling2020.07 | 75.38 | 70.95 | 82.94 | 73.05 | |
| RSBackbone=RN-502023.05 | 75.38 | 70.95 | 82.94 | 73.05 | |
| CB-FocalStrategy=Class-Balanced, Loss=Focal Loss2020.07 | 75.24 | 70.3 | 83.53 | 72.74 | |
| CB FocalBackbone=RN-502023.05 | 75.24 | 70.3 | 83.53 | 72.74 | |
| RWStrategy=Re-Weighting2020.07 | 74.7 | 67.58 | 82.81 | 73.96 | |
| RWBackbone=RN-502023.05 | 74.7 | 67.58 | 82.81 | 73.96 | |
| Focal LossLoss=Focal Loss2020.07 | 73.88 | 69.41 | 81.43 | 71.56 | |
| Focal LossBackbone=RN-502023.05 | 73.88 | 69.41 | 81.43 | 71.56 | |
| BBNBackbone=RN-502023.05 | 73.37 | 71.31 | 81.76 | 68.62 | |
| OLTR2020.07 | 71.02 | 70.31 | 79.8 | 64.95 | |
| OLTRBackbone=RN-502023.05 | 71.02 | 70.31 | 79.8 | 64.95 | |
| ERMLoss=Empirical Risk Minimization2020.07 | 70.86 | 68.91 | 80.2 | 65.31 | |
| ERMBackbone=RN-502023.05 | 70.86 | 68.91 | 80.2 | 65.31 | |
| LDAM2020.07 | 70.73 | 68.73 | 80.38 | 69.09 | |
| LDAMBackbone=RN-502023.05 | 70.73 | 68.73 | 80.38 | 69.09 | |
| ML-GCN2020.07 | 68.92 | 70.14 | 76.41 | 62.39 | |
| ML-GCNBackbone=RN-502023.05 | 68.92 | 70.14 | 76.41 | 62.39 |