Diagnostic Classification on UBC-OCEAN
97.88Macro AUCGPFM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GPFM2026.02 | 97.88 | — | 81.23 | — | |
| GigaPath2026.02 | 97.71 | — | 81.78 | — | |
| mSTAR2026.02 | 97.64 | — | 80.67 | — | |
| STAMP2026.02 | 97.43 | — | 81.41 | — | |
| UNI2026.02 | 97.32 | — | 79.37 | — | |
| CONCH2026.02 | 97.24 | — | 78.81 | — | |
| CHIEF2026.02 | 96.09 | — | 77.51 | — | |
| HIPSSshot_setting=16-shot2026.03 | 95.4 | — | — | — | |
| HIPSSshot_setting=8-shot2026.03 | 95.16 | — | — | — | |
| PLIP2026.02 | 94.53 | — | 69.15 | — | |
| FOCUSshot_setting=16-shot2026.03 | 94.33 | — | — | — | |
| FOCUSshot_setting=8-shot2026.03 | 93.94 | — | — | — | |
| HIPSSshot_setting=4-shot2026.03 | 93.05 | — | — | — | |
| ViLa-MILshot_setting=16-shot2026.03 | 91.99 | — | — | — | |
| FOCUSshot_setting=4-shot2026.03 | 91.44 | — | — | — | |
| ViLa-MILshot_setting=8-shot2026.03 | 90.51 | — | — | — | |
| HIPSSshot_setting=2-shot2026.03 | 87.97 | — | — | — | |
| HIPSSshot_setting=1-shot2026.03 | 85.42 | — | — | — | |
| Max Poolingshot_setting=16-shot2026.03 | 84.96 | — | — | — | |
| ViLa-MILshot_setting=4-shot2026.03 | 84.89 | — | — | — | |
| FOCUSshot_setting=2-shot2026.03 | 84.87 | — | — | — | |
| Mean Poolingshot_setting=16-shot2026.03 | 84.56 | — | — | — | |
| ABMILshot_setting=16-shot2026.03 | 84.32 | — | — | — | |
| ABMILshot_setting=8-shot2026.03 | 84.25 | — | — | — | |
| Mean Poolingshot_setting=8-shot2026.03 | 83.94 | — | — | — | |
| Max Poolingshot_setting=8-shot2026.03 | 83.73 | — | — | — | |
| Max Pooling - CLIPshot_setting=8-shot2026.03 | 81.27 | — | — | — | |
| Mean Pooling - CLIPshot_setting=8-shot2026.03 | 80.68 | — | — | — | |
| Max Pooling - CLIPshot_setting=16-shot2026.03 | 80.12 | — | — | — | |
| TOPshot_setting=16-shot2026.03 | 80.03 | — | — | — | |
| Mean Pooling - CLIPshot_setting=16-shot2026.03 | 80.01 | — | — | — | |
| Max Poolingshot_setting=4-shot2026.03 | 79.22 | — | — | — | |
| Mean Poolingshot_setting=4-shot2026.03 | 79.1 | — | — | — | |
| ABMILshot_setting=4-shot2026.03 | 78.57 | — | — | — | |
| ViLa-MILshot_setting=2-shot2026.03 | 77.53 | — | — | — | |
| TOPshot_setting=8-shot2026.03 | 75.6 | — | — | — | |
| FOCUSshot_setting=1-shot2026.03 | 75.08 | — | — | — | |
| TOPshot_setting=4-shot2026.03 | 72.95 | — | — | — | |
| ViLa-MILshot_setting=1-shot2026.03 | 72.12 | — | — | — | |
| Max Pooling - CLIPshot_setting=4-shot2026.03 | 70.56 | — | — | — | |
| ABMILshot_setting=2-shot2026.03 | 70.37 | — | — | — | |
| Mean Pooling - CLIPshot_setting=4-shot2026.03 | 69.97 | — | — | — | |
| Mean Poolingshot_setting=2-shot2026.03 | 66.09 | — | — | — | |
| TOPshot_setting=2-shot2026.03 | 62.72 | — | — | — | |
| ABMILshot_setting=1-shot2026.03 | 62.44 | — | — | — | |
| Mean Poolingshot_setting=1-shot2026.03 | 59.9 | — | — | — | |
| Max Poolingshot_setting=2-shot2026.03 | 55.74 | — | — | — | |
| TOPshot_setting=1-shot2026.03 | 54.49 | — | — | — | |
| Mean Pooling - CLIPshot_setting=2-shot2026.03 | 51.54 | — | — | — | |
| Max Poolingshot_setting=1-shot2026.03 | 51.39 | — | — | — | |
| Max Pooling - CLIPshot_setting=2-shot2026.03 | 51.23 | — | — | — | |
| Max Pooling - CLIPshot_setting=1-shot2026.03 | 49.26 | — | — | — | |
| Mean Pooling - CLIPshot_setting=1-shot2026.03 | 48.18 | — | — | — | |
| MambaMIL+Backbone=ResNet-502025.12 | — | 0.932 | 0.697 | 0.71 | |
| MambaMIL+Backbone=PLIP2025.12 | — | 0.947 | 0.759 | 0.756 | |
| MambaMIL+Backbone=CONCH2025.12 | — | 0.967 | 0.824 | 0.819 |