LUAD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Survival Prediction | LUAD | C-index0.7251 | 50 | |
| Medical Image Re-identification | LUAD Histopathology | CMC-R168.75 | 26 | |
| Survival prediction | LUAD TCGA, CPTAC, and NLST cohorts | Concordance Index61.89 | 16 | |
| Biomarker prediction | LUAD TP53 (test) | AUPC99 | 12 | |
| Mask-to-Image Faithfulness | LUAD TCGA (test) | Faithfulness Score83.63 | 10 | |
| KRAS prediction | LUAD USA2 (test) | AUROC0.7102 | 8 | |
| KRAS prediction | LUAD USA1 (test) | AUROC0.6167 | 8 | |
| EGFR prediction | LUAD USA2 (test) | AUROC86.28 | 8 | |
| EGFR prediction | LUAD USA1 (test) | AUROC0.8555 | 8 | |
| TMB10 prediction | LUAD USA2 (test) | AUROC70.77 | 8 | |
| TMB10 prediction | LUAD USA1 (test) | AUROC69.36 | 8 | |
| Disease-Specific Survival prediction | LUAD (test) | C-index0.674 | 6 | |
| RoI-level classification | LUAD | bACC94.2 | 5 | |
| Image-text similarity | LUAD 5x magnification TCGA (test) | PLIP Cosine Similarity22.49 | 3 | |
| Image-text similarity | LUAD 20x magnification TCGA (test) | PLIP Cosine Similarity25.67 | 3 | |
| Disentanglement | LUAD (test) | DC (D1)0.602 | 3 | |
| Multimodal Survival Prediction | LUAD TCGA (test) | C-Index0.6767 | 2 |
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