Multi-label classification on COCO-MLT (test)
53.55mAP (Overall)DB-Focal
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DB-FocalLoss=Distribution-Balanced + Focal2020.07 | 53.55 | 51.13 | 57.05 | 51.06 | |
| R-BCE-FocalLoss=Re-balanced Binary Cross Entropy + Focal2020.07 | 52.75 | 50.2 | 56.52 | 50.02 | |
| DBLoss=Distribution-Balanced2020.07 | 52.53 | 50.25 | 56.33 | 49.54 | |
| RS-FocalStrategy=Re-Sampling, Loss=Focal Loss2020.07 | 51.14 | 48.9 | 54.79 | 48.3 | |
| Focal LossLoss=Focal Loss2020.07 | 49.46 | 49.8 | 54.77 | 42.14 | |
| R-BCELoss=Re-balanced Binary Cross Entropy2020.07 | 49.43 | 48.77 | 53 | 45.33 | |
| CB-FocalStrategy=Class-Balanced, Loss=Focal Loss2020.07 | 49.06 | 47.91 | 53.01 | 44.85 | |
| RSStrategy=Re-Sampling2020.07 | 46.97 | 47.58 | 50.55 | 41.7 | |
| OLTR2020.07 | 45.83 | 47.45 | 50.63 | 38.05 | |
| ML-GCN2020.07 | 44.24 | 44.04 | 48.36 | 38.96 | |
| RWStrategy=Re-Weighting2020.07 | 42.27 | 48.62 | 45.8 | 32.02 | |
| ERMLoss=Empirical Risk Minimization2020.07 | 41.27 | 48.48 | 49.06 | 24.25 | |
| LDAM2020.07 | 40.53 | 48.77 | 48.38 | 22.92 |