BRCA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Survival Prediction | BRCA | C-Index0.745 | 66 | |
| Molecular Prediction | BRCA-Molecular | AUC78.7 | 42 | |
| Multimodal Classification | BRCA (train test) | Accuracy85.6 | 36 | |
| Multi-view Clustering | BRCA | Accuracy (ACC)70.1 | 24 | |
| Cancer Classification | BRCA | Accuracy91.8 | 22 | |
| Binary Histopathology Classification | BRCA | Accuracy89.9 | 18 | |
| Molecular Biomarker Prediction | BRCA 4 tasks | AUROC73.65 | 16 | |
| Classification | BRCA (test) | Accuracy85.6 | 15 | |
| Saliency-based Regional Pooling | BRCA | MSKcond15.83 | 14 | |
| Selective Region Prediction | BRCA (test) | MSKcond3 | 14 | |
| WSI Classification | BRCA (internal) | AUC90.5 | 13 | |
| Disease-Specific Survival prediction | BRCA (test) | C-index (IPCW)0.627 | 13 | |
| Multiomics classification | BRCA | Average Accuracy86.7 | 11 | |
| Multiomics Classification | BRCA Multiomics | AUROC0.978 | 11 | |
| Mask-to-Image Faithfulness | BRCA TCGA (test) | Faithfulness Score84.12 | 10 | |
| Multimodal Classification | BRCA multimodal noise η=10%, ε=5 original (test) | Accuracy67.4 | 9 | |
| Nuclei Detection and Classification | BRCA-M2C | F1 (Inflammatory)47.3 | 8 | |
| Patient Representation Separability | BRCA (test) | Separation (SS)0.44 | 6 | |
| Bulk transcriptomics prediction | BRCA | Pearson Correlation Coefficient (PCC)0.743 | 6 | |
| Spatial transcriptomics prediction | BRCA Hest-1k | PCC (overall)0.598 | 6 | |
| Multimodal Survival Prediction | BRCA TCGA (test) | C-Index0.7358 | 6 | |
| Cancer subtype classification | BRCA (5-fold cross-validation) | Accuracy85.69 | 5 | |
| Segmentation | BRCA (internal held-out) | Dice (%)69 | 5 | |
| Cellular transcriptomics prediction | BRCA | PCC (Overall)0.562 | 4 | |
| Image-text similarity | BRCA 5x magnification TCGA (test) | PLIP Cosine Similarity21.29 | 3 |
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