PR biomarker prediction on NIHR BioResource
90.96AUCMaxpool
Evaluation results
| Method | Links | |
|---|---|---|
| MaxpoolFoundation Model=UNI2, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 90.96 | |
| DSMILFoundation Model=UNI2, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.02 | 86.18 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.02 | 85.92 | |
| ABMILFoundation Model=UNI2, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.02 | 85.6 | |
| ABMILFoundation Model=CONCH, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.02 | 85.24 | |
| ABMILFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.02 | 85.2 | |
| HAG-MILFoundation Model=CONCH, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.02 | 85.16 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.02 | 84.96 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.02 | 84.92 | |
| ABMILFoundation Model=UNI2, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.02 | 84.86 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.02 | 84.82 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.02 | 84.8 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.02 | 84.74 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.02 | 84.68 | |
| ABMILFoundation Model=UNI2, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.02 | 84.66 | |
| ABMILFoundation Model=GigaPath, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.02 | 84.52 | |
| DSMILFoundation Model=GigaPath, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.02 | 84.5 | |
| DSMILFoundation Model=UNI2, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.02 | 84.36 | |
| DSMILFoundation Model=GigaPath, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.02 | 84.22 | |
| ABMILFoundation Model=GigaPath, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.02 | 84.18 | |
| ABMILFoundation Model=CONCH, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.02 | 84.14 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.02 | 84.14 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.02 | 84.14 | |
| DSMILFoundation Model=CONCH, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.02 | 84.04 | |
| HAG-MILFoundation Model=UNI2, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.02 | 84.04 | |
| ABMILFoundation Model=GigaPath, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.02 | 83.98 | |
| DSMILFoundation Model=CONCH, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.02 | 83.94 | |
| DSMILFoundation Model=GigaPath, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.02 | 83.94 | |
| ABMILFoundation Model=UNI2, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.02 | 83.9 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.02 | 83.74 | |
| DSMILFoundation Model=CONCH, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.02 | 83.66 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.02 | 83.48 | |
| DSMILFoundation Model=CONCH, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.02 | 83.4 | |
| MeanpoolFoundation Model=GigaPath, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 83.38 | |
| DSMILFoundation Model=UNI2, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.02 | 83.12 | |
| TransMILFoundation Model=UNI2, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.02 | 83.1 | |
| ABMILFoundation Model=CONCH, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.02 | 83.08 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.02 | 82.88 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.02 | 82.82 | |
| TransMILFoundation Model=GigaPath, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.02 | 82.8 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.02 | 82.72 | |
| DSMILFoundation Model=GigaPath, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.02 | 82.64 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.02 | 82.48 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.02 | 82.4 | |
| ABMILFoundation Model=CONCH, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.02 | 82.34 | |
| DSMILFoundation Model=UNI2, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.02 | 82.02 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.02 | 82.02 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.02 | 81.86 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.02 | 81.78 | |
| TransMILFoundation Model=CONCH, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.02 | 81.74 | |
| HAG-MILFoundation Model=GigaPath, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.02 | 81.3 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.02 | 81.22 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.02 | 80.62 | |
| MeanpoolFoundation Model=UNI2, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 80.6 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.02 | 80.46 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.02 | 80.1 | |
| MeanpoolFoundation Model=CONCH, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 78.9 | |
| MaxpoolFoundation Model=GigaPath, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 78.78 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.02 | 74.14 | |
| MaxpoolFoundation Model=CONCH, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 71.68 |