Multiple Instance Learning Classification on Camelyon16
93.7AUCMR-RRTMIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MR-RRTMILk=16, #P=2.042025.05 | 93.7 | 89 | 89.8 | |
| MR-DGRMILk=8, #P=3.292025.05 | 93.4 | 86 | 86.7 | |
| MR-CATEk=16, #P=0.842025.05 | 92.4 | 86.7 | 87.8 | |
| MR-DGRMILk=16, #P=3.292025.05 | 92.3 | 87.6 | 88.7 | |
| CATEk=16, #P=1.932025.05 | 92.2 | 87.5 | 88.5 | |
| DGRMILk=16, #P=4.082025.05 | 88.5 | 79.4 | 80.9 | |
| MR-CATEk=8, #P=0.842025.05 | 88 | 81.7 | 82.9 | |
| MR-RRTMILk=8, #P=2.042025.05 | 85.3 | 79.2 | 81.7 | |
| DGRMILk=8, #P=4.082025.05 | 84.7 | 72.5 | 77.4 | |
| RRTMILk=16, #P=2.442025.05 | 84 | 74.8 | 75.5 | |
| ViLaMILk=16, #P=40.72025.05 | 81.4 | 77.5 | 82 | |
| CATEk=8, #P=1.932025.05 | 79.8 | 69.1 | 76 | |
| MR-TransMILk=16, #P=2.012025.05 | 79.3 | 75.1 | 77.1 | |
| MR-ABMILk=16, #P=0.102025.05 | 79 | 74.5 | 78 | |
| ViLaMILk=8, #P=40.72025.05 | 74 | 65.9 | 71.8 | |
| ABMILk=16, #P=0.262025.05 | 73.2 | 71.2 | 75.7 | |
| TransMILk=16, #P=2.412025.05 | 69.7 | 62.5 | 69.3 | |
| RRTMILk=8, #P=2.442025.05 | 68.8 | 62.6 | 63.7 | |
| DGRMILk=4, #P=4.082025.05 | 68 | 59.4 | 66 | |
| MR-DGRMILk=4, #P=3.292025.05 | 65.4 | 55.7 | 63.6 | |
| MR-TransMILk=8, #P=2.012025.05 | 65.3 | 54.2 | 63.6 | |
| MR-CATEk=4, #P=0.842025.05 | 62.1 | 58.4 | 62.3 | |
| MR-DGRMILk=2, #P=3.292025.05 | 59.7 | 52 | 58.8 | |
| CATEk=4, #P=1.932025.05 | 59.7 | 50 | 58.3 | |
| RRTMILk=4, #P=2.442025.05 | 57.8 | 54.8 | 57.1 | |
| TransMILk=8, #P=2.412025.05 | 57.5 | 52 | 53.6 | |
| MR-ABMILk=8, #P=0.102025.05 | 56.5 | 53.8 | 61.9 | |
| RRTMILk=2, #P=2.442025.05 | 56 | 56.6 | 62.9 | |
| MR-TransMILk=4, #P=2.012025.05 | 55.2 | 50.9 | 58.6 | |
| MR-CATEk=2, #P=0.842025.05 | 54.9 | 51.9 | 54.3 | |
| ViLaMILk=2, #P=40.72025.05 | 53.8 | 45.8 | 61.1 | |
| ViLaMILk=4, #P=40.72025.05 | 53.6 | 48.4 | 62.3 | |
| TransMILk=4, #P=2.412025.05 | 51.9 | 46.7 | 51 | |
| MR-TransMILk=2, #P=2.012025.05 | 51.2 | 47.5 | 64 | |
| ABMILk=8, #P=0.262025.05 | 49.2 | 48.9 | 59.7 | |
| CATEk=2, #P=1.932025.05 | 49.1 | 45.7 | 52.9 | |
| MR-RRTMILk=2, #P=2.042025.05 | 47.6 | 49 | 61.7 | |
| TransMILk=2, #P=2.412025.05 | 47.5 | 45 | 62.3 | |
| MR-RRTMILk=4, #P=2.042025.05 | 46.5 | 42.7 | 62.9 | |
| MR-ABMILk=4, #P=0.102025.05 | 46.1 | 43.8 | 56.6 | |
| ABMILk=4, #P=0.262025.05 | 45.5 | 49.2 | 56.1 | |
| MR-ABMILk=2, #P=0.102025.05 | 45 | 43.2 | 57.1 | |
| DGRMILk=2, #P=4.082025.05 | 42.6 | 42.7 | 62.3 | |
| ABMILk=2, #P=0.262025.05 | 41.2 | 43.1 | 46.5 |