CAMELYON
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Slide-level classification | CAMELYON16 | AUC0.996 | 78 | |
| Classification | Camelyon16 (test) | AUC98.87 | 69 | |
| Tumor localization | Camelyon16 (test) | AUC98.7 | 65 | |
| Classification | Camelyon17 | Accuracy96.5 | 58 | |
| Synthetic Image Generation | Camelyon | FID15 | 54 | |
| WSI Classification | Camelyon16 | Mean AUC0.9105 | 50 | |
| Multiple Instance Learning Classification | Camelyon16 | AUC93.7 | 44 | |
| Cancer diagnosis | CAMELYON-16 | Accuracy95.49 | 42 | |
| Diagnostic Classification | Camelyon16 | AUC97.92 | 39 | |
| Downstream AUROC performance evaluation | Camelyon 17 | AUROC74.01 | 36 | |
| WSI Classification | CAMELYON17 | Accuracy87.2 | 36 | |
| Weakly Supervised Classification | CAMELYON Few-shot | Accuracy89.7 | 36 | |
| Whole-slide image classification | Camelyon 17 | F1 Score89.99 | 34 | |
| WSI Classification | CAMELYON17 (test) | AUC91.4 | 33 | |
| Conformal Prediction | Camelyon17 r* > 0.67 (test) | Coverage92.4 | 30 | |
| Conformal Prediction | Camelyon17 (0.33 < r* ≤ 0.67) (test) | Coverage88.2 | 30 | |
| Conformal Prediction | Camelyon (r* ≤ 0.33) 17 (test) | Coverage91.1 | 30 | |
| Conformal Prediction | Camelyon17 Marginal (test) | Coverage91.2 | 30 | |
| slide-level tumor localization | Camelyon 16 (test) | FROC88.5 | 30 | |
| WSI Classification | CAMELYON16 (test) | Avg Acc93.02 | 28 | |
| Bag-level classification | Camelyon16 | AUC94.25 | 27 | |
| Tumor classification | Camelyon17-WILDS (test) | AUC0.9835 | 26 | |
| Tumor classification | Camelyon17-WILDS (val) | AUC98.04 | 26 | |
| Tissue classification | CAMELYON16 (cross-TSI) | AUC0.9932 | 24 | |
| Tissue classification | CAMELYON16 (within-TSI) | AUC0.9939 | 24 |
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