Multi-cancer Classification on CPTAC Aggregate
50.2Avg F1 ScoreCOBRA†-GP
Evaluation Results
| Method | Links | |
|---|---|---|
| COBRA†-GPBackbone=GigaPath [44], Inference Mode=Equation (8)2024.11 | 50.2 | |
| COBRA†-V2Backbone=Virchow 2 [47], Inference Mode=Equation (8)2024.11 | 49.6 | |
| PRISMBackbone=PRISM [34]2024.11 | 49.1 | |
| COBRA-V2Backbone=Virchow 2 [47], Inference Mode=Equation (6)2024.11 | 48.6 | |
| COBRA-UNIBackbone=UNI [4], Inference Mode=Equation (6)2024.11 | 47.8 | |
| COBRA†-UNIBackbone=UNI [4], Inference Mode=Equation (8)2024.11 | 47 | |
| COBRA-H0Backbone=H-Optimus-0 [32], Inference Mode=Equation (6)2024.11 | 46.2 | |
| COBRA-ENCSlide Encoder=True, Inference Mode=Equation (6)2024.11 | 45.9 | |
| GigaPathBackbone=GigaPath [44]2024.11 | 44.8 | |
| COBRA†-H0Backbone=H-Optimus-0 [32], Inference Mode=Equation (8)2024.11 | 44.8 | |
| COBRA-CTPBackbone=CTransPath [41], Inference Mode=Equation (6)2024.11 | 44.4 | |
| Virchow2Backbone=Virchow 2 [47]2024.11 | 43.6 | |
| COBRA†-CTPBackbone=CTransPath [41], Inference Mode=Equation (8)2024.11 | 43.1 | |
| Concatenated2024.11 | 41.6 | |
| UNIBackbone=UNI [4]2024.11 | 40.7 | |
| GigaPath-SEBackbone=GigaPath [44], Slide Encoder=True2024.11 | 40.4 | |
| Ensemble Prediction2024.11 | 39.1 | |
| CONCHBackbone=CONCH [24]2024.11 | 38.9 | |
| H-OptimusBackbone=H-Optimus-0 [32]2024.11 | 38.6 | |
| CHIEFBackbone=CHIEF [42]2024.11 | 37.4 | |
| MADELEINEBackbone=MADELEINE [18]2024.11 | 28.2 | |
| CTransPathBackbone=CTransPath [41]2024.11 | 27 | |
| VirchowBackbone=Virchow [39]2024.11 | 26.3 |