Prostate Cancer Classification on Multi-center clinical trial dataset Patient-level (5-fold CV)
87.2AUROCCompass
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CompassFeatures=cross-branch reasoning, roll-aware conditioning2026.07 | 87.2 | 85 | 89.9 | |
| ProstNFound+Aggregation=Frame-level2026.07 | 78.7 | 82.9 | 76.7 | |
| PRI-MUS (Experts)2026.07 | 78.5 | 78.3 | 83.8 | |
| ProstNFound+-MILAggregation=MIL2026.07 | 77.3 | 78.1 | 82.5 | |
| Cinepro-MILAggregation=MIL2026.07 | 76.3 | 76.1 | 73.3 | |
| MedSAM-MILAggregation=MIL2026.07 | 75.7 | 76.4 | 73.3 | |
| MedSAMAggregation=Frame-level2026.07 | 74.6 | 76.8 | 43.1 | |
| CineproAggregation=Frame-level2026.07 | 72.6 | 76.9 | 68.2 | |
| 3D-ResNet18Backbone=ResNet18, Type=3D video model2026.07 | 71.1 | 72.3 | 73.2 | |
| CLIP ViT-L/14Backbone=ViT-L/142026.07 | 67.9 | 71.3 | 57.9 | |
| MicroSegNet+ViViTModel Composition=MicroSegNet and ViViT2026.07 | 67.7 | 69 | 66.8 | |
| ProstNFound++ViViTModel Composition=ProstNFound+ and ViViT2026.07 | 66.4 | 68.8 | 66.6 | |
| ViViTType=Spatio-temporal video model2026.07 | 61.9 | 66 | 61.7 |