Five-year survival prediction on Alliance cohort (five-fold cross-val)
68AUCMorphDistill
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MorphDistillEncoder=frozen, Aggregator=shared ABMIL framework2026.04 | 68 | 64.11 | 60.24 | 66.57 | |
| UNI v2Encoder=frozen, Aggregator=shared ABMIL framework2026.04 | 63 | 60.59 | 44.62 | 76.53 | |
| UNI v1Encoder=frozen, Aggregator=shared ABMIL framework2026.04 | 62 | 53.58 | 38.14 | 69.02 | |
| Hoptimus0Encoder=frozen, Aggregator=shared ABMIL framework2026.04 | 61 | 56.59 | 36.71 | 76.46 | |
| GigaPathEncoder=frozen, Aggregator=shared ABMIL framework2026.04 | 60 | 56.37 | 35.86 | 76.89 | |
| Kaiko-ViTB8Encoder=frozen, Aggregator=shared ABMIL framework2026.04 | 59 | 58.38 | 46.45 | 70.31 | |
| CTransPathEncoder=frozen, Aggregator=shared ABMIL framework2026.04 | 58 | 50.63 | 21.9 | 79.36 | |
| Lunit-ViTS8Encoder=frozen, Aggregator=shared ABMIL framework2026.04 | 58 | 53.22 | 54.24 | 52.21 | |
| Phikon v2Encoder=frozen, Aggregator=shared ABMIL framework2026.04 | 58 | 58.05 | 59.5 | 56.61 | |
| Virchow2Encoder=frozen, Aggregator=shared ABMIL framework2026.04 | 58 | 55.73 | 52.71 | 58.75 | |
| CONCH v1.5Encoder=frozen, Aggregator=shared ABMIL framework2026.04 | 51 | 50.81 | 41.8 | 59.81 |