Disease Specific Survival Prediction on TCGA-BRCA (DSS CI)
0.869DSS CIST2ST
Evaluation Results
| Method | Links | |
|---|---|---|
| ST2STArchitecture=base-12l-small-4l-joint, Input=patch, Aggregation Method=abmil2026.06 | 0.869 | |
| HE2STArchitecture=base-6l-small-4l, Input=patch, Aggregation Method=mean2026.06 | 0.854 | |
| HE2STArchitecture=small-12l-micro-4l, Input=patch, Aggregation Method=mean2026.06 | 0.842 | |
| ST2STArchitecture=base-6l-small-4l-joint, Input=patch, Aggregation Method=mean2026.06 | 0.806 | |
| HE2STArchitecture=base-6l-small-4l, Input=cls, Aggregation Method=mean2026.06 | 0.803 | |
| ST2STArchitecture=small-12l-micro-4l-sep, Input=patch, Aggregation Method=mean2026.06 | 0.797 | |
| HE2HEArchitecture=base-12l-small-4l-joint, Input=patch, Aggregation Method=mean2026.06 | 0.755 | |
| HE2HEArchitecture=base-12l-small-4l-joint, Input=patch, Aggregation Method=abmil2026.06 | 0.74 | |
| HE2HEArchitecture=base-6l-small-4l-joint, Input=patch, Aggregation Method=mean2026.06 | 0.737 | |
| baseline contrastiveAggregation Method=abmil2026.06 | 0.725 | |
| ST2STArchitecture=base-12l-small-4l-joint, Input=patch, Aggregation Method=mean2026.06 | 0.719 | |
| baseline contrastiveAggregation Method=mean2026.06 | 0.718 | |
| HE2STArchitecture=base-12l-small-4l, Input=patch, Aggregation Method=abmil2026.06 | 0.716 | |
| HE2STArchitecture=small-12l-micro-4l, Input=patch, Aggregation Method=abmil2026.06 | 0.716 | |
| HE2HEArchitecture=small-12l-micro-4l-joint, Input=cls, Aggregation Method=abmil2026.06 | 0.713 | |
| ST2STArchitecture=base-12l-small-4l-joint, Input=cls, Aggregation Method=mean2026.06 | 0.713 | |
| HE2STArchitecture=base-6l-small-4l, Input=patch, Aggregation Method=abmil2026.06 | 0.702 | |
| HE2HEArchitecture=base-12l-small-4l-joint, Input=cls, Aggregation Method=mean2026.06 | 0.696 | |
| HE2HEArchitecture=base-6l-small-4l-joint, Input=cls, Aggregation Method=abmil2026.06 | 0.684 | |
| HE2HEArchitecture=small-12l-micro-4l-joint, Input=patch, Aggregation Method=mean2026.06 | 0.678 | |
| ST2STArchitecture=base-6l-small-4l-joint, Input=patch, Aggregation Method=abmil2026.06 | 0.672 | |
| baselineAggregation Method=mean2026.06 | 0.67 | |
| baselineAggregation Method=abmil2026.06 | 0.667 | |
| ST2STArchitecture=base-6l-small-4l-joint, Input=cls, Aggregation Method=mean2026.06 | 0.663 | |
| ST2STArchitecture=small-12l-micro-4l-sep, Input=cls, Aggregation Method=mean2026.06 | 0.663 | |
| HE2HEArchitecture=base-12l-small-4l-joint, Input=cls, Aggregation Method=abmil2026.06 | 0.657 | |
| HE2STArchitecture=base-12l-small-4l, Input=patch, Aggregation Method=mean2026.06 | 0.654 | |
| ST2STArchitecture=small-12l-micro-4l-sep, Input=cls, Aggregation Method=abmil2026.06 | 0.648 | |
| HE2HEArchitecture=base-6l-small-4l-joint, Input=patch, Aggregation Method=abmil2026.06 | 0.642 | |
| HE2STArchitecture=base-12l-small-4l, Input=cls, Aggregation Method=abmil2026.06 | 0.627 | |
| HE2HEArchitecture=base-6l-small-4l-joint, Input=cls, Aggregation Method=mean2026.06 | 0.624 | |
| ST2STArchitecture=small-12l-micro-4l-sep, Input=patch, Aggregation Method=abmil2026.06 | 0.621 | |
| ST2STArchitecture=base-6l-small-4l-joint, Input=cls, Aggregation Method=abmil2026.06 | 0.618 | |
| HE2HEArchitecture=small-12l-micro-4l-joint, Input=cls, Aggregation Method=mean2026.06 | 0.615 | |
| HE2STArchitecture=small-12l-micro-4l, Input=cls, Aggregation Method=mean2026.06 | 0.588 | |
| HE2HEArchitecture=small-12l-micro-4l-joint, Input=patch, Aggregation Method=abmil2026.06 | 0.585 | |
| ST2STArchitecture=base-12l-small-4l-joint, Input=cls, Aggregation Method=abmil2026.06 | 0.576 | |
| HE2STArchitecture=small-12l-micro-4l, Input=cls, Aggregation Method=abmil2026.06 | 0.564 | |
| HE2STArchitecture=base-12l-small-4l, Input=cls, Aggregation Method=mean2026.06 | 0.552 | |
| HE2STArchitecture=base-6l-small-4l, Input=cls, Aggregation Method=abmil2026.06 | 0.493 |