WSI classification on DHMC
78.8Weighted F1 ScoreProv-GigaPath
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Prov-GigaPathTraining status=Fine-tuned, Aggregation framework=ABMIL2026.04 | 78.8 | — | — | — | 0.699 | |
| CONCHTraining status=Fine-tuned, Aggregation framework=ABMIL2026.04 | 72.6 | — | — | — | 0.597 | |
| UNIv1Training status=Fine-tuned, Aggregation framework=ABMIL2026.04 | 72.5 | — | — | — | 0.606 | |
| CONCHTraining status=Frozen, Aggregation framework=ABMIL2026.04 | 70.4 | — | — | — | 0.578 | |
| Virchow2Training status=Frozen, Aggregation framework=ABMIL2026.04 | 69.7 | — | — | — | 0.557 | |
| UNIv2Training status=Frozen, Aggregation framework=ABMIL2026.04 | 69.3 | — | — | — | 0.553 | |
| ViT-LTraining status=Fine-tuned, Aggregation framework=ABMIL2026.04 | 68.4 | — | — | — | 0.562 | |
| UNIv2Training status=Fine-tuned, Aggregation framework=ABMIL2026.04 | 67.2 | — | — | — | 0.542 | |
| Prov-GigaPathTraining status=Frozen, Aggregation framework=ABMIL2026.04 | 67.1 | — | — | — | 0.524 | |
| UNIv1Training status=Frozen, Aggregation framework=ABMIL2026.04 | 63.8 | — | — | — | 0.505 | |
| ViT-LTraining status=Frozen, Aggregation framework=ABMIL2026.04 | 59.4 | — | — | — | 0.419 | |
| Virchow2Training status=Fine-tuned, Aggregation framework=ABMIL2026.04 | 43.3 | — | — | — | 0.243 | |
| 2DMambaMIL2024.12 | — | 89.26 | 80.27 | 94.68 | — | |
| AB-MIL2024.12 | — | 86.84 | 77.74 | 96.95 | — | |
| CLAM2024.12 | — | 87.11 | 79.09 | 97.27 | — | |
| DSMIL2024.12 | — | 87.11 | 79.34 | 95.83 | — | |
| DTFD-MIL2024.12 | — | 87.11 | 77.04 | 95.21 | — | |
| MambaMIL2024.12 | — | 85.5 | 77.89 | 96.61 | — | |
| S4-MIL2024.12 | — | 86.44 | 78.47 | 92.84 | — | |
| SRMambaMIL2024.12 | — | 85.9 | 77.35 | 96.39 | — | |
| TransMIL2024.12 | — | 80.67 | 71.36 | 94.66 | — |