WSI Classification on NSCLC
93AccuracyMR-PLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MR-PLIPfeature_aggregation=ABMIL2025.04 | 93 | 95.5 | 96.4 | |
| MambaMIL+Backbone=CONCH2025.12 | 92.9 | 92.7 | 98 | |
| MambaMIL+Backbone=PLIP2025.12 | 89.2 | 89.2 | 96.1 | |
| MR-ABMILk=16, #P=0.102025.05 | 89.1 | 89.1 | 96.5 | |
| MR-CATEk=16, #P=0.842025.05 | 88.7 | 88.6 | 96.1 | |
| TransMILk=16, #P=2.412025.05 | 88.2 | 88.2 | 95.6 | |
| PANTHERfeature_aggregation=ABMIL2025.04 | 88.1 | 86.7 | 90.6 | |
| ABMILk=16, #P=0.262025.05 | 87.8 | 87.8 | 93.6 | |
| MambaMIL+Backbone=ResNet-502025.12 | 87.3 | 87.3 | 94.6 | |
| MR-DGRMILk=16, #P=3.292025.05 | 86.7 | 86.6 | 93.9 | |
| MR-ABMILk=8, #P=0.102025.05 | 86 | 85.9 | 94 | |
| DGRMILk=16, #P=4.082025.05 | 85.8 | 85.8 | 92.4 | |
| R2Tfeature_aggregation=ABMIL2025.04 | 85.6 | 88.3 | 90.1 | |
| CATEk=16, #P=1.932025.05 | 85.2 | 85.1 | 94.2 | |
| ViLaMILk=16, #P=40.72025.05 | 85 | 84.9 | 92.8 | |
| MR-CATEk=8, #P=0.842025.05 | 84.7 | 84.6 | 93.5 | |
| SI-MILfeature_aggregation=ABMIL2025.04 | 84.4 | 83 | 88.1 | |
| FiVEfeature_aggregation=ABMIL2025.04 | 84.2 | 85.3 | 93.5 | |
| MR-TransMILk=16, #P=2.012025.05 | 84.1 | 84 | 93.2 | |
| MR-DGRMILk=8, #P=3.292025.05 | 83 | 82.8 | 91.6 | |
| MR-RRTMILk=16, #P=2.042025.05 | 82.8 | 82.5 | 91 | |
| RRTMILk=16, #P=2.442025.05 | 82.7 | 82.6 | 90.7 | |
| MR-TransMILk=8, #P=2.012025.05 | 82.6 | 82.4 | 91.6 | |
| ViLa-MILfeature_aggregation=ABMIL2025.04 | 82.1 | 82.9 | 87.6 | |
| ABMILk=8, #P=0.262025.05 | 81.1 | 81 | 87.7 | |
| TransMILk=8, #P=2.412025.05 | 80.4 | 80.3 | 87.9 | |
| ABMILk=4, #P=0.262025.05 | 80.2 | 80.1 | 86.5 | |
| MR-RRTMILk=8, #P=2.042025.05 | 79.8 | 79.6 | 87.3 | |
| MR-ABMILk=4, #P=0.102025.05 | 79.4 | 79.3 | 86.8 | |
| MR-CATEk=4, #P=0.842025.05 | 79.4 | 79.4 | 87 | |
| ViLaMILk=8, #P=40.72025.05 | 79.2 | 79.2 | 88.4 | |
| CATEk=8, #P=1.932025.05 | 78.2 | 78 | 87.7 | |
| MR-ABMILk=2, #P=0.102025.05 | 76.3 | 75.9 | 85.5 | |
| MR-TransMILk=4, #P=2.012025.05 | 75.5 | 75.4 | 83 | |
| MR-CATEk=2, #P=0.842025.05 | 75.3 | 75.1 | 83.2 | |
| ViLaMILk=4, #P=40.72025.05 | 74.3 | 73.9 | 82.9 | |
| DGRMILk=8, #P=4.082025.05 | 74.2 | 73.4 | 85.5 | |
| RRTMILk=8, #P=2.442025.05 | 74.2 | 73.9 | 82.5 | |
| MR-DGRMILk=4, #P=3.292025.05 | 73.1 | 72.5 | 80.1 | |
| CATEk=4, #P=1.932025.05 | 72.8 | 72.3 | 81.4 | |
| MR-TransMILk=2, #P=2.012025.05 | 71.7 | 71.4 | 79.4 | |
| TransMILk=4, #P=2.412025.05 | 71.6 | 71 | 79.9 | |
| CATEk=2, #P=1.932025.05 | 71 | 70.8 | 78.9 | |
| ViLaMILk=2, #P=40.72025.05 | 69.7 | 69.4 | 77.6 | |
| ABMILk=2, #P=0.262025.05 | 69.1 | 68.4 | 77.4 | |
| TransMILk=2, #P=2.412025.05 | 66.6 | 65.7 | 74.5 | |
| MR-DGRMILk=2, #P=3.292025.05 | 64.8 | 62.9 | 74.1 | |
| MR-RRTMILk=4, #P=2.042025.05 | 64 | 63.9 | 69.9 | |
| DGRMILk=4, #P=4.082025.05 | 62.4 | 60.3 | 71.5 | |
| DGRMILk=2, #P=4.082025.05 | 61.8 | 60.4 | 68.1 | |
| RRTMILk=4, #P=2.442025.05 | 61.5 | 60.8 | 65.7 | |
| RRTMILk=2, #P=2.442025.05 | 56 | 55.5 | 61.2 | |
| MR-RRTMILk=2, #P=2.042025.05 | 55.2 | 53.3 | 55.4 |