Long-tailed classification on Disease-48 (test)
64.17Accuracy (Head)Relational Subsets Knowledge Distillation
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Relational Subsets Knowledge Distillationtype=shot-based2021.04 | 64.17 | 47.02 | 26.38 | 45.85 | |
| Relational Subsets Knowledge Distillationtype=region-based2021.04 | 64.15 | 46.99 | 25.33 | 45.49 | |
| Relational Subsets Knowledge DistillationCombined with=Focal Loss2021.04 | 63.44 | 47.03 | 25.65 | 45.37 | |
| RW2021.04 | 63.41 | 47.76 | 20.87 | 44.01 | |
| DB Loss2021.04 | 63.19 | 46.61 | 25.99 | 45.26 | |
| Relational Subsets Knowledge DistillationCombined with=DB Loss2021.04 | 62.94 | 46.97 | 27.82 | 45.91 | |
| ERM Model2021.04 | 62.8 | 46.87 | 18.6 | 42.76 | |
| Relational Subsets Knowledge Distillationtype=feature-based2021.04 | 62.42 | 46.67 | 21.08 | 43.39 | |
| Focal Loss2021.04 | 62.03 | 47.12 | 22.66 | 43.94 | |
| Relational Subsets Knowledge DistillationCombined with=OLTR2021.04 | 61.78 | 45.22 | 23.98 | 43.66 | |
| Relational Subsets Knowledge DistillationCombined with=LDAM2021.04 | 61.01 | 47.31 | 27 | 45.11 | |
| LDAM2021.04 | 61 | 46.9 | 26.73 | 44.88 | |
| OLTR2021.04 | 60.41 | 45.24 | 22.45 | 42.7 | |
| RS2021.04 | 55.57 | 37.55 | 23.99 | 39.04 |