Whole Slide Image Classification on TCGA-RCC (test)
98.82AUCTransMIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TransMIL2021.06 | 98.82 | 94.66 | — | |
| Max-pooling2021.06 | 98.79 | 93.78 | — | |
| TransMIL + Additivearchitecture=transformer-based, formulation=Additive2022.06 | 98.6 | 91.1 | — | |
| MR-CATEk=8, #P=0.842025.05 | 98.6 | 90.71 | 89.11 | |
| MR-TransMILk=16, #P=2.012025.05 | 98.6 | 91.21 | 89.31 | |
| MR-CATEk=16, #P=0.842025.05 | 98.6 | 91.62 | 89.83 | |
| DSMIL2021.06 | 98.41 | 92.94 | — | |
| IGT2024.03 | 98.4 | 92.4 | — | |
| TransMILk=16, #P=2.412025.05 | 98.4 | 90.9 | 89.31 | |
| Attention MIL + Additivepooling_type=attention, formulation=Additive2022.06 | 98.3 | 91.5 | — | |
| TransMILarchitecture=transformer-based2022.06 | 98.3 | 91.5 | — | |
| MR-ABMILk=16, #P=0.102025.05 | 98.3 | 91.12 | 89.12 | |
| RRTMILk=16, #P=2.442025.05 | 98.3 | 88.82 | 86.92 | |
| MR-CATEk=4, #P=0.842025.05 | 98.21 | 90.51 | 88.72 | |
| FOCUSk=16, #P=86.92025.05 | 98.2 | 90.61 | 89.02 | |
| FOCUSk=8, #P=86.92025.05 | 98.11 | 88.92 | 86.72 | |
| Patch-GCN2024.03 | 98.1 | 89.7 | — | |
| MR-ABMILk=8, #P=0.102025.05 | 98.1 | 89.62 | 87.62 | |
| Mean Pooling MILpooling_type=mean2022.06 | 98 | 91.8 | — | |
| CLAM-SB2024.03 | 98 | 88.5 | — | |
| CLAM-MB2021.06 | 97.99 | 89.66 | — | |
| CLAM-MB2024.03 | 97.9 | 89.9 | — | |
| TransMILk=8, #P=2.412025.05 | 97.9 | 88.43 | 86.53 | |
| MR-TransMILk=8, #P=2.012025.05 | 97.9 | 89.11 | 86.72 | |
| CATEk=16, #P=1.932025.05 | 97.9 | 89.32 | 87.42 | |
| Mean-pooling2021.06 | 97.86 | 90.54 | — | |
| Attention MIL [ABMIL]pooling_type=attention2022.06 | 97.8 | 87.8 | — | |
| CATEk=8, #P=1.932025.05 | 97.8 | 88.32 | 86.43 | |
| MR-RRTMILk=8, #P=2.042025.05 | 97.8 | 87.81 | 86.31 | |
| MR-RRTMILk=16, #P=2.042025.05 | 97.8 | 88.92 | 86.54 | |
| Our MOCNumber of shots=82025.08 | 97.78 | 91.74 | — | |
| FOCUSk=4, #P=86.92025.05 | 97.72 | 89.52 | 87.22 | |
| DSMIL2024.03 | 97.7 | 87.7 | — | |
| TransMIL2024.03 | 97.7 | 90.2 | — | |
| GTP2024.03 | 97.7 | 91.4 | — | |
| MR-DGRMILk=16, #P=3.292025.05 | 97.7 | 90.31 | 88.02 | |
| MR-DGRMILk=8, #P=3.292025.05 | 97.61 | 87.91 | 85.13 | |
| GCN-ABMIL2024.03 | 97.6 | 89.2 | — | |
| Our MOCNumber of shots=22025.08 | 97.45 | 90.02 | — | |
| Our MOCNumber of shots=42025.08 | 97.42 | 89.39 | — | |
| ViLaMILk=16, #P=40.72025.05 | 97.41 | 87.92 | 85.53 | |
| Mean Pooling MIL + Additivepooling_type=mean, formulation=Additive2022.06 | 97.4 | 90.2 | — | |
| CLAM-SB2021.06 | 97.23 | 88.16 | — | |
| ABMIL2024.03 | 97.1 | 86.8 | — | |
| ABMIL2021.06 | 97.02 | 89.34 | — | |
| MR-TransMILk=4, #P=2.012025.05 | 97.01 | 87.42 | 84.03 | |
| RRTMILk=8, #P=2.442025.05 | 97.01 | 86.93 | 85.23 | |
| PT-MTA2021.06 | 97 | 90.59 | — | |
| CATEk=4, #P=1.932025.05 | 96.91 | 86.52 | 83.92 | |
| ViLaMILk=8, #P=40.72025.05 | 96.8 | 88.01 | 86.22 | |
| MR-RRTMILk=4, #P=2.042025.05 | 96.71 | 86.12 | 82.52 | |
| DGRMILk=8, #P=4.082025.05 | 96.71 | 88.72 | 86.82 | |
| MR-ABMILk=4, #P=0.102025.05 | 96.53 | 87.85 | 85.56 | |
| TransMILk=4, #P=2.412025.05 | 96.51 | 86.61 | 83.52 | |
| DGRMILk=4, #P=4.082025.05 | 96.4 | 87.41 | 85.32 | |
| Our MOCNumber of shots=12025.08 | 96.25 | 84.34 | — | |
| Max-pooling2024.03 | 96.1 | 84 | — | |
| TransMILNumber of shots=82025.08 | 96.07 | 80.77 | — | |
| MOC w/o. (M, Psi)shot_mode=Zero-shot average2025.08 | 96.03 | 80.39 | — | |
| ViLaMILk=4, #P=40.72025.05 | 96.01 | 85.52 | 81.73 | |
| RRTMILk=4, #P=2.442025.05 | 96.01 | 84.72 | 81.62 | |
| MR-DGRMILk=4, #P=3.292025.05 | 95.82 | 86.32 | 83.23 | |
| ViLa-MILNumber of shots=82025.08 | 95.61 | 84.07 | — | |
| CLAM-MBNumber of shots=82025.08 | 95.53 | 82.35 | — | |
| CLAM-SBNumber of shots=82025.08 | 95.2 | 83.89 | — | |
| CoOpNumber of shots=82025.08 | 94.98 | 58.81 | — | |
| DGRMILk=16, #P=4.082025.05 | 94.81 | 88.71 | 86.31 | |
| ABMILk=16, #P=0.262025.05 | 94.75 | 82.88 | 81.07 | |
| Mean-pooling2024.03 | 94.2 | 82.3 | — | |
| TransMILNumber of shots=42025.08 | 93.5 | 80.21 | — | |
| ViLa-MILNumber of shots=42025.08 | 93.15 | 79.02 | — | |
| CoOpNumber of shots=42025.08 | 92.92 | 58.28 | — | |
| ABMILk=8, #P=0.262025.05 | 91.86 | 79.17 | 76.68 | |
| CLAM-MBNumber of shots=42025.08 | 91.34 | 76.68 | — | |
| CLAM-SBNumber of shots=42025.08 | 90.77 | 66.98 | — | |
| ABMILk=4, #P=0.262025.05 | 89.36 | 76.711 | 74.211 | |
| CoOpNumber of shots=12025.08 | 87.4 | 54.33 | — | |
| TransMILNumber of shots=22025.08 | 84.17 | 63.05 | — | |
| ViLa-MILNumber of shots=22025.08 | 82.92 | 63.83 | — | |
| CoOpNumber of shots=22025.08 | 82.59 | 50.65 | — | |
| ViLa-MILNumber of shots=12025.08 | 82.55 | 59.33 | — | |
| TransMILNumber of shots=12025.08 | 81.49 | 46.25 | — | |
| CLAM-SBNumber of shots=22025.08 | 77.97 | 48.68 | — | |
| CLAM-MBNumber of shots=22025.08 | 77.97 | 44.09 | — | |
| CLAM-MBNumber of shots=12025.08 | 75.81 | 56.49 | — | |
| TOPNumber of shots=22025.08 | 75.73 | 43.85 | — | |
| CLAM-SBNumber of shots=12025.08 | 74.05 | 46.03 | — | |
| TOPNumber of shots=42025.08 | 72.39 | 47.64 | — | |
| TOPNumber of shots=82025.08 | 72.02 | 51.44 | — | |
| TOPNumber of shots=12025.08 | 67.6 | 34.7 | — |