SICAP
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Patch-level histology classification | SICAP | Average Accuracy72.1 | 30 | |
| Classification | SICAP v2 (test) | Accuracy75.48 | 21 | |
| Classification | SICAP v2 | Accuracy63.5 | 19 | |
| Histopathology Anomaly Detection | SICAP v2 | AUC94.05 | 17 | |
| Gleason Grading | SICAP v2 | AUC95.1 | 17 | |
| Image Classification | SICAP (test) | AUC97.7 | 16 | |
| Tile-level classification | SICAP | Weighted Avg F10.546 | 16 | |
| Classification | SICAP-MIL | Top-1 Accuracy65.5 | 9 | |
| Prostate cancer grading | SICAP target-imbalanced KD v2 (test) | Overall Accuracy91.75 | 9 | |
| Prostate cancer grading | SICAPv2 source-imbalanced KD (test) | OA0.9205 | 9 | |
| Segmentation | SICAP (test) | Dice Score66.4 | 8 | |
| WSI-level segmentation | SICAP | Dice65.5 | 8 | |
| Conformal Prediction (RAPS nonconformity score) | SICAPv2 (test) | ACA0.671 | 7 | |
| Conformal Prediction (APS nonconformity score) | SICAP v2 (test) | ACA67.1 | 7 | |
| Conformal Prediction (LAC nonconformity score) | SICAP v2 (test) | ACA67.1 | 7 | |
| Medical Image Classification | SICAP Prostate Histo v2 | CER0.81 | 4 |
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