Skin Cancer
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | Skin Cancer JSD = 0.360 (GS) | True Positives (TP)721 | 20 | |
| Image Classification | Skin Cancer JSD = 1e-4 (RS) | True Positives831 | 20 | |
| Confidence Estimation | Skin Cancer | AURC8.5 | 13 | |
| Domain-Incremental Learning | Skin Cancer ISIC → HAM → DERM7 | Average Accuracy76 | 8 | |
| Image Classification | Skin Cancer 8 classes | Communication Steps815 | 6 | |
| Secure Pearson Correlation | Skin Cancer | Time (s)0.03 | 6 | |
| Image Classification | Skin Cancer | F1 Score95.08 | 5 | |
| Secure Training | Skin Cancer | Time (s)2,378.55 | 3 | |
| Medical Image Classification | Skin Cancer (val) | Accuracy80.4 | 1 | |
| Medical Image Classification | Skin Cancer (train) | Accuracy82.2 | 1 |
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