BRACS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| WSI Classification | BRACS (test) | Mean AUC0.8861 | 54 | |
| Diagnostic Classification | BRACS-7 | AUC0.879 | 42 | |
| Multi-class Classification | BRACS | Accuracy77.1 | 30 | |
| Whole Slide Image Classification | BRACS | Accuracy67.6 | 24 | |
| Whole Slide Image Retrieval | BRACS | Macro Avg F10.59 | 23 | |
| WSI-level retrieval | BRACS (test) | Macro Avg F1 Score59 | 23 | |
| WSI Classification | BRACS | Top-1 Macro F158 | 23 | |
| WSI-level classification | BRACS | MV@5 Accuracy67 | 23 | |
| WSI-level retrieval | BRACS (Public) | MV@3 Accuracy66 | 23 | |
| Patch-Level Classification | BRACS | Accuracy69.2 | 20 | |
| Cancer Subtyping | BRACS-7 | AUC0.804 | 18 | |
| Cancer Subtyping | BRACS-7 (official) | AUC0.773 | 18 | |
| Histopathology Anomaly Detection | BRACS | AUC0.8353 | 17 | |
| Histology classification | BRACS | Accuracy63.5 | 12 | |
| Classification | BRACS 26 | AUC0.8208 | 10 | |
| Slide-level classification | BRACS | F1 Score63.8 | 10 | |
| Slide-level classification | BRACS | AUC0.87 | 8 | |
| Patch-level Histopathology Classification | BRACS (5-fold CV) | Macro F156.52 | 7 | |
| WSI-level Search | BRACS | Top-1 Accuracy64 | 5 | |
| RoI-level classification | BRACS | bACC69.3 | 5 | |
| WSI-level classification | BRACS | Top-1 Accuracy64 | 1 |
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