Estrogen Receptor Status Prediction on TCGA-BRCA
86.1AUC (BRCA ER)ST2ST
Evaluation results
| Method | Links | |
|---|---|---|
| ST2STArchitecture=base-6l-small-4l-joint, Input=patch, Aggregation Method=mean2026.06 | 86.1 | |
| baselineAggregation Method=abmil2026.06 | 85.5 | |
| baselineAggregation Method=mean2026.06 | 84.7 | |
| baseline contrastiveAggregation Method=abmil2026.06 | 84.6 | |
| baseline contrastiveAggregation Method=mean2026.06 | 82 | |
| ST2STArchitecture=small-12l-micro-4l-sep, Input=patch, Aggregation Method=abmil2026.06 | 80.5 | |
| HE2STArchitecture=base-12l-small-4l, Input=patch, Aggregation Method=mean2026.06 | 80.3 | |
| HE2HEArchitecture=base-6l-small-4l-joint, Input=cls, Aggregation Method=mean2026.06 | 80 | |
| HE2HEArchitecture=small-12l-micro-4l-joint, Input=patch, Aggregation Method=mean2026.06 | 80 | |
| ST2STArchitecture=base-6l-small-4l-joint, Input=cls, Aggregation Method=mean2026.06 | 80 | |
| ST2STArchitecture=small-12l-micro-4l-sep, Input=cls, Aggregation Method=mean2026.06 | 79.8 | |
| HE2HEArchitecture=base-12l-small-4l-joint, Input=patch, Aggregation Method=mean2026.06 | 78.3 | |
| HE2HEArchitecture=base-6l-small-4l-joint, Input=patch, Aggregation Method=abmil2026.06 | 78 | |
| ST2STArchitecture=base-6l-small-4l-joint, Input=patch, Aggregation Method=abmil2026.06 | 77.8 | |
| HE2STArchitecture=base-12l-small-4l, Input=cls, Aggregation Method=abmil2026.06 | 77.5 | |
| HE2HEArchitecture=base-6l-small-4l-joint, Input=patch, Aggregation Method=mean2026.06 | 77.4 | |
| HE2HEArchitecture=small-12l-micro-4l-joint, Input=cls, Aggregation Method=mean2026.06 | 77 | |
| HE2STArchitecture=base-6l-small-4l, Input=patch, Aggregation Method=abmil2026.06 | 76.8 | |
| HE2STArchitecture=small-12l-micro-4l, Input=patch, Aggregation Method=mean2026.06 | 76.6 | |
| HE2HEArchitecture=small-12l-micro-4l-joint, Input=cls, Aggregation Method=abmil2026.06 | 76.6 | |
| HE2STArchitecture=base-12l-small-4l, Input=cls, Aggregation Method=mean2026.06 | 75.5 | |
| HE2STArchitecture=base-6l-small-4l, Input=cls, Aggregation Method=mean2026.06 | 75.5 | |
| ST2STArchitecture=small-12l-micro-4l-sep, Input=cls, Aggregation Method=abmil2026.06 | 75.2 | |
| ST2STArchitecture=base-12l-small-4l-joint, Input=patch, Aggregation Method=mean2026.06 | 74.8 | |
| HE2HEArchitecture=base-12l-small-4l-joint, Input=cls, Aggregation Method=mean2026.06 | 74.7 | |
| HE2STArchitecture=base-12l-small-4l, Input=patch, Aggregation Method=abmil2026.06 | 73.5 | |
| ST2STArchitecture=base-12l-small-4l-joint, Input=cls, Aggregation Method=mean2026.06 | 73.1 | |
| ST2STArchitecture=small-12l-micro-4l-sep, Input=patch, Aggregation Method=mean2026.06 | 72.4 | |
| ST2STArchitecture=base-6l-small-4l-joint, Input=cls, Aggregation Method=abmil2026.06 | 71.9 | |
| HE2STArchitecture=small-12l-micro-4l, Input=cls, Aggregation Method=mean2026.06 | 71.7 | |
| HE2STArchitecture=small-12l-micro-4l, Input=patch, Aggregation Method=abmil2026.06 | 71.6 | |
| HE2STArchitecture=base-6l-small-4l, Input=patch, Aggregation Method=mean2026.06 | 71.2 | |
| HE2HEArchitecture=base-12l-small-4l-joint, Input=cls, Aggregation Method=abmil2026.06 | 70.3 | |
| HE2STArchitecture=base-6l-small-4l, Input=cls, Aggregation Method=abmil2026.06 | 70.1 | |
| HE2HEArchitecture=small-12l-micro-4l-joint, Input=patch, Aggregation Method=abmil2026.06 | 69.6 | |
| HE2HEArchitecture=base-12l-small-4l-joint, Input=patch, Aggregation Method=abmil2026.06 | 68.7 | |
| ST2STArchitecture=base-12l-small-4l-joint, Input=patch, Aggregation Method=abmil2026.06 | 67.1 | |
| HE2HEArchitecture=base-6l-small-4l-joint, Input=cls, Aggregation Method=abmil2026.06 | 63.3 | |
| HE2STArchitecture=small-12l-micro-4l, Input=cls, Aggregation Method=abmil2026.06 | 61.4 | |
| ST2STArchitecture=base-12l-small-4l-joint, Input=cls, Aggregation Method=abmil2026.06 | 60 |