Cancer Subtyping on TCGA-BRCA (test)
95.2AUCMiCo
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MiComagnification=20x, patch_size=448x4482025.06 | 95.2 | 92.2 | 87.5 | — | — | — | — | — | — | — | — | — | |
| AMILmagnification=20x, patch_size=448x4482025.06 | 94.8 | 90.9 | 85.8 | — | — | — | — | — | — | — | — | — | |
| WiKGmagnification=20x, patch_size=448x4482025.06 | 94.8 | 91.5 | 85.9 | — | — | — | — | — | — | — | — | — | |
| DeepGraphConvmagnification=20x, patch_size=448x4482025.06 | 94.7 | 91.3 | 85.9 | — | — | — | — | — | — | — | — | — | |
| TransMILmagnification=20x, patch_size=448x4482025.06 | 94.5 | 90.6 | 85.7 | — | — | — | — | — | — | — | — | — | |
| RRTMILmagnification=20x, patch_size=448x4482025.06 | 94.5 | 91 | 85.5 | — | — | — | — | — | — | — | — | — | |
| PatchGCNmagnification=20x, patch_size=448x4482025.06 | 94.4 | 91.7 | 87.1 | — | — | — | — | — | — | — | — | — | |
| ILRAmagnification=20x, patch_size=448x4482025.06 | 93.1 | 89.9 | 83.6 | — | — | — | — | — | — | — | — | — | |
| GrapHistAggregation=conj-ABMIL2026.02 | 84.4 | — | — | — | — | — | — | — | — | — | — | — | |
| GrapHistAggregation=add-ABMIL2026.02 | 83.11 | — | — | — | — | — | — | — | — | — | — | — | |
| GrapHistAggregation=ABMIL2026.02 | 82.47 | — | — | — | — | — | — | — | — | — | — | — | |
| MAEAggregation=ABMIL2026.02 | 76.69 | — | — | — | — | — | — | — | — | — | — | — | |
| MAEAggregation=conj-ABMIL2026.02 | 74.49 | — | — | — | — | — | — | — | — | — | — | — | |
| DINOv2Aggregation=ABMIL2026.02 | 68.8 | — | — | — | — | — | — | — | — | — | — | — | |
| DINOv2Aggregation=conj-ABMIL2026.02 | 68.57 | — | — | — | — | — | — | — | — | — | — | — | |
| MAEAggregation=add-ABMIL2026.02 | 66.54 | — | — | — | — | — | — | — | — | — | — | — | |
| DINOv2Aggregation=add-ABMIL2026.02 | 65.77 | — | — | — | — | — | — | — | — | — | — | — | |
| AtlasPatchTool=atlaspatch, avg patches per wsi=3905.6292026.02 | — | 93.7 | — | 90.4 | 90.3 | 93.7 | 94.3 | 94.3 | 90.4 | 93.9 | 90.4 | 93.7 | |
| clamTool=clam, avg patches per wsi=10921.4382026.02 | — | 94.4 | — | 91.4 | 91.5 | 94.3 | 94.9 | 94.9 | 91.8 | 94.4 | 91.4 | 94.4 | |
| DINOv2Model Category=Self-supervised vision models, MIL aggregation=best variant2026.02 | — | — | — | — | 62.43 | — | — | — | — | — | — | — | |
| grandqcTool=grandqc, avg patches per wsi=3911.1622026.02 | — | 93.7 | — | 90.6 | 90.3 | 93.7 | 94.6 | 94.6 | 90.2 | 93.8 | 90.6 | 93.7 | |
| GrapHistModel Category=Ours, MIL aggregation=best variant2026.02 | — | — | — | — | 72.25 | — | — | — | — | — | — | — | |
| hestTool=hest, avg patches per wsi=3773.5062026.02 | — | 94.2 | — | 91.1 | 90.9 | 94.2 | 94.7 | 94.7 | 91.2 | 94.3 | 91.1 | 94.2 | |
| MAEModel Category=Self-supervised vision models, MIL aggregation=best variant2026.02 | — | — | — | — | 66.72 | — | — | — | — | — | — | — |