TCGA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Survival Prediction | TCGA-LUAD | C-index0.695 | 154 | |
| Survival Prediction | TCGA-UCEC | C-index0.783 | 142 | |
| Survival Prediction | TCGA-BRCA | C-index0.76 | 101 | |
| Slide-level Classification | TCGA NSCLC (test) | Accuracy94.29 | 96 | |
| Survival Prediction | TCGA-BLCA | C-index0.717 | 94 | |
| Survival Prediction | TCGA-STAD | C-index0.667 | 62 | |
| Survival prediction | KIRC TCGA | C-Index0.7486 | 57 | |
| WSI Classification | TCGA-Lung | Mean AUC0.9097 | 50 | |
| 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-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 | |
| Survival Prediction | TCGA (test) | BLCA Score0.679 | 27 | |
| Survival Analysis | TCGA (test) | C-Index0.752 | 24 | |
| 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 Prediction | TCGA Overall | C-index0.742 | 21 | |
| Whole-slide image classification | TCGA Kidney | F1 Score95.78 | 20 |
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