Long-tailed classification on Lesion-10 (test)
88.01Accuracy (Head)DB Loss
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DB Loss2021.04 | 88.01 | 69.24 | 39.77 | 65.67 | |
| OLTR2021.04 | 87.55 | 70.41 | 26.99 | 61.65 | |
| Relational Subsets Knowledge Distillationtype=region-based2021.04 | 87.22 | 69.35 | 35.61 | 64.06 | |
| Relational Subsets Knowledge DistillationCombined with=Focal Loss2021.04 | 86.97 | 69.75 | 42.55 | 66.42 | |
| LDAM2021.04 | 86.9 | 69.09 | 30.68 | 62.22 | |
| Relational Subsets Knowledge Distillationtype=shot-based2021.04 | 86.87 | 67.93 | 34.31 | 63.04 | |
| ERM Model2021.04 | 86.84 | 69.13 | 27.01 | 60.99 | |
| Focal Loss2021.04 | 86.84 | 68.67 | 39.6 | 65.04 | |
| Relational Subsets Knowledge DistillationCombined with=OLTR2021.04 | 85.73 | 68.44 | 30.17 | 61.45 | |
| Relational Subsets Knowledge Distillationtype=feature-based2021.04 | 85.42 | 65.24 | 42.19 | 64.28 | |
| Relational Subsets Knowledge DistillationCombined with=LDAM2021.04 | 84.88 | 67.04 | 37.56 | 63.16 | |
| Relational Subsets Knowledge DistillationCombined with=DB Loss2021.04 | 84.15 | 69.99 | 38.44 | 64.19 | |
| RW2021.04 | 83.42 | 68.1 | 37.74 | 63 | |
| RS2021.04 | 81.42 | 65.97 | 32.99 | 60.13 |