HER2 biomarker prediction on NIHR BioResource
85.76AUCDSMIL
Evaluation results
| Method | Links | |
|---|---|---|
| DSMILFoundation Model=GigaPath, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.02 | 85.76 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.02 | 84.34 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.02 | 84.2 | |
| ABMILFoundation Model=GigaPath, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.02 | 83.58 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.02 | 83.14 | |
| ABMILFoundation Model=CONCH, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.02 | 82.86 | |
| MeanpoolFoundation Model=GigaPath, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 82.48 | |
| DSMILFoundation Model=GigaPath, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.02 | 82.48 | |
| ABMILFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.02 | 82.36 | |
| HAG-MILFoundation Model=UNI2, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.02 | 82.24 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.02 | 82.1 | |
| DSMILFoundation Model=CONCH, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.02 | 81.98 | |
| TransMILFoundation Model=UNI2, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.02 | 81.96 | |
| DSMILFoundation Model=UNI2, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.02 | 81.96 | |
| DSMILFoundation Model=UNI2, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.02 | 81.92 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.02 | 81.86 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.02 | 81.86 | |
| HAG-MILFoundation Model=GigaPath, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.02 | 81.84 | |
| ABMILFoundation Model=GigaPath, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.02 | 81.84 | |
| DSMILFoundation Model=UNI2, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.02 | 81.56 | |
| DSMILFoundation Model=GigaPath, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.02 | 81.5 | |
| ABMILFoundation Model=UNI2, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.02 | 81.48 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.02 | 81.36 | |
| HAG-MILFoundation Model=CONCH, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.02 | 81 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.02 | 80.84 | |
| DSMILFoundation Model=UNI2, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.02 | 80.8 | |
| DSMILFoundation Model=GigaPath, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.02 | 80.24 | |
| ABMILFoundation Model=UNI2, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.02 | 80.12 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.02 | 80.12 | |
| ABMILFoundation Model=CONCH, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.02 | 80.06 | |
| ABMILFoundation Model=UNI2, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.02 | 80.06 | |
| ABMILFoundation Model=GigaPath, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.02 | 79.8 | |
| ABMILFoundation Model=UNI2, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.02 | 79.8 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.02 | 79.36 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.02 | 79.36 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.02 | 79.14 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.02 | 79 | |
| MeanpoolFoundation Model=UNI2, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 78.94 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.02 | 78.42 | |
| ABMILFoundation Model=CONCH, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.02 | 78.2 | |
| ABMILFoundation Model=CONCH, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.02 | 78.18 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.02 | 78.18 | |
| TransMILFoundation Model=CONCH, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.02 | 78.12 | |
| DSMILFoundation Model=CONCH, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.02 | 77.88 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.02 | 77.76 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.02 | 77.54 | |
| DSMILFoundation Model=CONCH, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.02 | 77.5 | |
| MeanpoolFoundation Model=CONCH, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 77.3 | |
| CLAM-SBFoundation Model=GigaPath, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.02 | 76.62 | |
| CLAM-SBFoundation Model=UNI2, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.02 | 76.42 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.02 | 76.4 | |
| DSMILFoundation Model=CONCH, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.02 | 76.36 | |
| CLAM-SBFoundation Model=CONCH, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.02 | 75.92 | |
| CLAM-MBFoundation Model=GigaPath, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.02 | 75.92 | |
| CLAM-MBFoundation Model=CONCH, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.02 | 75.9 | |
| CLAM-MBFoundation Model=UNI2, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.02 | 75.34 | |
| MaxpoolFoundation Model=GigaPath, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 73.28 | |
| TransMILFoundation Model=GigaPath, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.02 | 73.12 | |
| MaxpoolFoundation Model=UNI2, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 72.46 | |
| MaxpoolFoundation Model=CONCH, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.02 | 61.74 |