Pathology MIL Classification on TCGA (Aggregated 23 Tasks)
77.1AUCMuCoEdge-R2.3
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MuCoEdge-R2.3Params=22.4M, Type=Ours2026.07 | 77.1 | 55.6 | 58.5 | |
| MuCoEdge-R1.0Params=6.4M, Type=Ours2026.07 | 76.9 | 55.6 | 58.7 | |
| Virchow2Params=632.0M, Type=Theirs2026.07 | 76.8 | 56.7 | 58.7 | |
| MuCoEdge-R1.5Params=13.6M, Type=Ours2026.07 | 76.7 | 55.4 | 57.8 | |
| MuCoEdge-R0.9Params=4.7M, Type=Ours2026.07 | 76.6 | 56.2 | 58.6 | |
| UNI2Params=681.0M, Type=Theirs2026.07 | 76.4 | 55.3 | 58.8 | |
| MuCoEdge-R1.1Params=7.8M, Type=Ours2026.07 | 76.3 | 55.2 | 58.3 | |
| MuCoEdge-R0.6Params=2.2M, Type=Ours2026.07 | 75.2 | 54 | 57.3 | |
| LiteFM-LParams=86.6M, Type=Theirs2026.07 | 75 | 53.9 | 56.8 | |
| MuCoEdge-Ms2Params=5.8M, Type=Ours2026.07 | 74.9 | 53.6 | 56.7 | |
| MuCoEdge-Ms3Params=8.0M, Type=Ours2026.07 | 74.6 | 54 | 56.6 | |
| MuCoEdge-Ms1Params=3.5M, Type=Ours2026.07 | 74.6 | 53.7 | 55.8 | |
| H-Optimus-1Params=1135.0M, Type=Theirs2026.07 | 74.1 | 53.4 | 55.4 | |
| LiteFMParams=22.1M, Type=Theirs2026.07 | 74 | 53.1 | 55.8 | |
| LiteFM-SParams=5.7M, Type=Theirs2026.07 | 73.4 | 52.8 | 54.8 | |
| MuCoEdge-Ms0Params=1.1M, Type=Ours2026.07 | 73.2 | 52.6 | 54.9 | |
| MuCoEdge-Mµ2Params=0.7M, Type=Ours2026.07 | 73.1 | 52.5 | 54.8 | |
| MuCoEdge-Mµ1Params=0.5M, Type=Ours2026.07 | 72.9 | 52.2 | 54.4 | |
| MuCoEdge-Mµ0Params=0.2M, Type=Ours2026.07 | 72.1 | 51.6 | 53.7 |