Pathology Multiple Instance Learning (MIL) Classification on CPTAC external aggregated 23 tasks
71.8AUCVirchow2
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Virchow2Params=632.0M, Type=Theirs2026.07 | 71.8 | 50.7 | 52.9 | |
| UNI2Params=681.0M, Type=Theirs2026.07 | 71.7 | 50.6 | 53.4 | |
| MuCoEdge-R2.3Params=22.4M, Type=Ours2026.07 | 71 | 51.8 | 53.3 | |
| MuCoEdge-R1.5Params=13.6M, Type=Ours2026.07 | 71 | 51.1 | 52.8 | |
| MuCoEdge-R1.1Params=7.8M, Type=Ours2026.07 | 70.9 | 50.5 | 52.2 | |
| MuCoEdge-R1.0Params=6.4M, Type=Ours2026.07 | 70.9 | 50.2 | 52 | |
| MuCoEdge-R0.9Params=4.7M, Type=Ours2026.07 | 70.5 | 51.3 | 52.4 | |
| LiteFM-LParams=86.6M, Type=Theirs2026.07 | 69.9 | 48.8 | 51.7 | |
| MuCoEdge-R0.6Params=2.2M, Type=Ours2026.07 | 69.4 | 48.8 | 51.1 | |
| MuCoEdge-Ms2Params=5.8M, Type=Ours2026.07 | 69.3 | 46.8 | 51.1 | |
| LiteFMParams=22.1M, Type=Theirs2026.07 | 69 | 47.4 | 50.9 | |
| H-Optimus-1Params=1135.0M, Type=Theirs2026.07 | 68.9 | 48.1 | 51.1 | |
| MuCoEdge-Ms3Params=8.0M, Type=Ours2026.07 | 68.7 | 46.4 | 50.9 | |
| MuCoEdge-Ms1Params=3.5M, Type=Ours2026.07 | 68.5 | 46 | 50.7 | |
| LiteFM-SParams=5.7M, Type=Theirs2026.07 | 68.3 | 46.7 | 50.2 | |
| MuCoEdge-Ms0Params=1.1M, Type=Ours2026.07 | 67.4 | 45.2 | 49.7 | |
| MuCoEdge-Mµ1Params=0.5M, Type=Ours2026.07 | 66.9 | 45.7 | 48.6 | |
| MuCoEdge-Mµ2Params=0.7M, Type=Ours2026.07 | 66.8 | 44.3 | 48.9 | |
| MuCoEdge-Mµ0Params=0.2M, Type=Ours2026.07 | 66.5 | 44.5 | 48.4 |