Binary Classification on Melanoma imb. 1:170 (test)
46.6FPR @ 98% TPRS-ML
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| S-MLBackbone=ResNet-18, Batch Size=642023.03 | 46.6 | 42.8 | 38.4 | 37.4 | 85.3 | |
| A-MLBackbone=ResNet-18, Batch Size=642023.03 | 47.5 | 42.9 | 40.4 | 36.6 | 85.4 | |
| S-FL + ALMBackbone=ResNet-18, Batch Size=642023.03 | 47.8 | 42.7 | 39.2 | 38.1 | 84 | |
| A-FL + RankRegBackbone=ResNet-18, Batch Size=32, Buffer Size=322023.03 | 48 | 36.2 | 30.7 | 28.8 | 86.3 | |
| A-FL + ALMBackbone=ResNet-18, Batch Size=642023.03 | 49 | 42.4 | 40.1 | 38.1 | 83.6 | |
| BCE + RankRegBackbone=ResNet-18, Batch Size=32, Buffer Size=322023.03 | 49.4 | 37.9 | 33.9 | 31.6 | 86.8 | |
| BCEBackbone=ResNet-18, Batch Size=642023.03 | 49.8 | 45.9 | 38.6 | 35.5 | 85.7 | |
| BCE + ALMBackbone=ResNet-18, Batch Size=642023.03 | 49.9 | 41.8 | 40 | 37.7 | 85.6 | |
| A-ML + ALMBackbone=ResNet-18, Batch Size=642023.03 | 51 | 41.5 | 37.5 | 37.1 | 83.7 | |
| S-ML + ALMBackbone=ResNet-18, Batch Size=642023.03 | 51.3 | 40.5 | 39.8 | 36.2 | 83.5 | |
| S-ML + RankRegBackbone=ResNet-18, Batch Size=32, Buffer Size=322023.03 | 54.6 | 42.4 | 36.1 | 34.4 | 86.3 | |
| A-FLBackbone=ResNet-18, Batch Size=642023.03 | 55.6 | 45 | 42.7 | 41.2 | 84.4 | |
| W-BCE + RankRegBackbone=ResNet-18, Batch Size=32, Buffer Size=322023.03 | 56.4 | 41.1 | 33 | 30.5 | 90.9 | |
| S-FL + RankRegBackbone=ResNet-18, Batch Size=32, Buffer Size=322023.03 | 56.6 | 37.8 | 31.2 | 29.8 | 86.1 | |
| CB-BCE + RankRegBackbone=ResNet-18, Batch Size=32, Buffer Size=322023.03 | 57.8 | 44.9 | 35.7 | 34.7 | 83.7 | |
| A-ML + RankRegBackbone=ResNet-18, Batch Size=32, Buffer Size=322023.03 | 58.3 | 40.8 | 36.7 | 33.9 | 86.2 | |
| S-FLBackbone=ResNet-18, Batch Size=642023.03 | 59 | 47.3 | 44.4 | 39.5 | 83.8 | |
| LDAMBackbone=ResNet-18, Batch Size=642023.03 | 59.7 | 48.2 | 46.2 | 39 | 83.4 | |
| CB-BCE + ALMBackbone=ResNet-18, Batch Size=642023.03 | 60.8 | 59.5 | 46.3 | 45.8 | 81.5 | |
| LDAM + ALMBackbone=ResNet-18, Batch Size=642023.03 | 62.7 | 47.7 | 43.3 | 40.7 | 81.5 | |
| LDAM + RankRegBackbone=ResNet-18, Batch Size=32, Buffer Size=322023.03 | 65.6 | 47.5 | 45.7 | 43.9 | 81.7 | |
| W-BCE + ALMBackbone=ResNet-18, Batch Size=642023.03 | 66 | 48 | 31 | 30.7 | 89.3 | |
| CB-BCEBackbone=ResNet-18, Batch Size=642023.03 | 67.2 | 59.5 | 35.7 | 33.2 | 82.6 | |
| W-BCEBackbone=ResNet-18, Batch Size=642023.03 | 69 | 52 | 37 | 32.1 | 87.4 |