TCGA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Survival Prediction | TCGA-LUAD | C-index0.691 | 116 | |
| Survival Prediction | TCGA-UCEC | C-index0.7713 | 74 | |
| Slide-level Classification | TCGA NSCLC (test) | Accuracy94.29 | 60 | |
| Survival Prediction | TCGA-BRCA | C-index0.758 | 60 | |
| Survival Prediction | TCGA-STAD | C-index0.663 | 52 | |
| Survival prediction | KIRC TCGA | C-Index0.742 | 50 | |
| Survival Prediction | TCGA-BLCA | C-index0.6885 | 45 | |
| Survival Prediction | TCGA-STAD (5-fold cross-validation) | C-Index0.704 | 44 | |
| Survival Prediction | TCGA-CO-READ (5-fold cross-validation) | C-Index0.786 | 35 | |
| Survival Prediction | TCGA-BLCA (5-fold cross-validation) | C-Index0.677 | 35 | |
| Multiple Instance Learning | TCGA-ESCA | Accuracy93.7 | 30 | |
| Multiple Instance Learning | TCGA-BRCA | Accuracy88 | 30 | |
| Survival Analysis | TCGA BLCA (test) | C-Index0.668 | 28 | |
| Whole Slide Image Classification | TCGA Lung | Accuracy89.7 | 24 | |
| Survival Prediction | TCGA LUAD (repeated cross-validation) | C-index0.671 | 24 | |
| Survival Prediction | TCGA-STAD (test) | C-index0.651 | 24 | |
| Survival Prediction | TCGA-READ | C-index0.7485 | 24 | |
| Survival Prediction | TCGA-COAD | C-index0.6732 | 24 | |
| Classification | TCGA | Accuracy93.54 | 24 | |
| Survival Analysis | TCGA KIRP (test) | C-Index0.8184 | 18 | |
| WSI Classification | TCGA-RCC | Accuracy94.66 | 18 | |
| Cancer grading and staging | TCGA-PRAD External (test) | AUC0.99 | 14 | |
| Survival Prediction | TCGA-CRAD (test) | C-index0.641 | 14 | |
| Whole Slide Image Retrieval | TCGA (test) | mAP80.8 | 14 | |
| TME Subtype Classification | TCGA Pan-cancer | ROCAUC94.5 | 14 |
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