TCGA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Survival Prediction | TCGA-LUAD | C-index0.695 | 213 | |
| Survival Prediction | TCGA-UCEC | C-index0.783 | 184 | |
| Survival Prediction | TCGA-BRCA | C-index0.76 | 149 | |
| Survival Prediction | TCGA-STAD | C-index0.6807 | 125 | |
| Survival Prediction | TCGA-BLCA | C-index0.717 | 121 | |
| Survival prediction | KIRC TCGA | C-Index0.7615 | 102 | |
| Slide-level Classification | TCGA NSCLC (test) | Accuracy94.29 | 96 | |
| WSI Classification | TCGA-Lung | Mean AUC0.9706 | 59 | |
| WSI Classification | TCGA-IDH | Accuracy88.4 | 54 | |
| Glioma Grading | TCGA GBM-LGG (3-fold val) | AUC89.15 | 48 | |
| Survival Prediction | TCGA-CO-READ (5-fold cross-validation) | C-Index0.786 | 45 | |
| Survival Prediction | TCGA-STAD (5-fold cross-validation) | C-Index0.704 | 44 | |
| Survival Prediction | TCGA-COAD | C-index0.694 | 43 | |
| Survival Prediction | TCGA (test) | BLCA Score0.679 | 41 | |
| Estrogen Receptor Status Prediction | TCGA-BRCA | AUC (BRCA ER)86.1 | 40 | |
| Disease Specific Survival Prediction | TCGA-BRCA | DSS CI0.869 | 40 | |
| Survival Analysis | TCGA BLCA (test) | C-Index0.668 | 39 | |
| Survival Prediction | TCGA-BLCA (5-fold cross-validation) | C-Index0.677 | 35 | |
| Survival Prediction | TCGA Overall | C-index0.742 | 30 | |
| Multiple Instance Learning | TCGA-ESCA | Accuracy93.7 | 30 | |
| Multiple Instance Learning | TCGA-BRCA | Accuracy88 | 30 | |
| Survival prediction | TCGA (cross-validated) | C-index0.795 | 29 | |
| Whole Slide Image Classification | TCGA-CESC | Accuracy70.37 | 26 | |
| Whole Slide Image Classification | TCGA-BRCA | Accuracy62.3 | 26 | |
| Survival Analysis | TCGA (test) | C-Index0.752 | 24 |
Showing 25 of 208 rows
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