Cancer grading and staging on TCGA-KIRC (external test)
85AUCVirchow
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VirchowModel=M_Virch2025.12 | 85 | 80 | 60 | 70 | |
| Fusion (Majority Vote)Model=M_Maj_tau2025.12 | 85 | 67 | 63 | 69 | |
| Fusion (Pruning) / Intelligent FusionModel=M_IF_tau2025.12 | 84 | 80 | 90 | 84 | |
| Prov-GigapathModel=M_Giga2025.12 | 82 | 80 | 80 | 79 | |
| MUSKModel=M_Musk2025.12 | 81 | 80 | 60 | 70 | |
| H-Optimus1Model=M_Hopt2025.12 | 80 | 93 | 50 | 72 | |
| Intelligent Fusion (Pruning)Embedding=Fusion (Pruning), Model=M_IF2025.12 | 76 | 87 | 70 | 78 | |
| ConchModel=M_Conch2025.12 | 75 | 53 | 90 | 68 | |
| Fusion (Majority Vote)Embedding=Fusion (Majority Vote), Model=M_Maj2025.12 | 75 | 73 | 65 | 68 | |
| MADELEINEEmbedding=MADELEINE, Model=M_Madel2025.12 | 74 | 73 | 95 | 78 | |
| Fusion (Concatenation)Embedding=Fusion (Concatenation), Model=M_Con2025.12 | 73 | 73 | 70 | 70 | |
| CHIEFEmbedding=CHIEF, Model=M_Chief2025.12 | 71 | 67 | 80 | 74 | |
| Fusion (Concatenation)Model=M_Con_tau2025.12 | 69 | 70 | 60 | 63 | |
| TITANEmbedding=TITAN, Model=M_Titan2025.12 | 67 | 65 | 65 | 68 |