BRACS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Diagnostic Classification | BRACS-7 | AUC0.879 | 81 | |
| WSI Classification | BRACS (test) | Mean AUC0.8861 | 54 | |
| Classification | BRACS | Accuracy77.8 | 44 | |
| Diagnostic Classification | BRACS | AUC77.1 | 39 | |
| Multi-class Classification | BRACS | Accuracy77.1 | 30 | |
| WSI subtyping | BRACS | F1 Score78.1 | 24 | |
| 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 | |
| Tissue subtyping | BRACS-F C=7 | Balanced Accuracy46.82 | 16 | |
| Tissue subtyping | BRACS C=3 | Balanced Accuracy74.05 | 16 | |
| Breast Cancer Subtype Prediction | BRACS → BACH | F1 Score0.8053 | 16 | |
| Breast cancer tumor subtyping | BRACS RoI (test) | AUPRC65.89 | 15 | |
| RoI-level Breast Cancer Tumor Subtyping | BRACS (test) | AUROC (Test)90.78 | 15 | |
| Breast Cancer Subtype Prediction | BRACS 512x512 | F1 Score65.98 | 13 | |
| Breast Cancer Subtype Prediction | BRACS original | F1 Score61.15 | 13 | |
| Multiple-choice question answering | BRACS n = 570 (test) | Accuracy63.3 | 12 | |
| Histology classification | BRACS | Accuracy63.5 | 12 |
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