TCGA-NSCLC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Weakly Supervised Classification | TCGA-NSCLC Few-shot | Accuracy89.74 | 36 | |
| Classification | TCGA-NSCLC subtyping | AUC98.44 | 28 | |
| WSI Classification | TCGA-NSCLC | Accuracy92.7 | 19 | |
| Slide-Level Subtyping | TCGA-NSCLC 100% (train) | Macro-averaged AUC0.952 | 9 | |
| Slide-Level Subtyping | TCGA-NSCLC 25% (train) | Macro AUC0.923 | 9 | |
| Slide-level classification | TCGA-NSCLC | AUC0.979 | 8 | |
| WSI classification | TCGA-NSCLC (20% val) | Accuracy95.7 | 8 | |
| Whole Slide Image Classification | TCGA-NSCLC (five-fold cross-validation) | Accuracy0.8983 | 8 | |
| Cancer Subtyping | TCGA-NSCLC IND | AUC98.1 | 7 | |
| Cancer Subtyping | TCGA-NSCLC $N_{IND}=4$, OOD | AUC96.9 | 7 | |
| Cancer Subtyping | TCGA-NSCLC IND ($N_{IND}=2$) | AUC99.9 | 7 | |
| Cancer Subtyping | TCGA-NSCLC $N_{IND}=2$ OOD | AUC0.945 | 7 |
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