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ResearchFormerly WizWand

ER biomarker prediction on NIHR BioResource

0.9392AUCDSMIL
0.7549120.8027560.85060.898444Feb 2, 2026
Updated 8mo ago

Evaluation results

MethodLinks
DSMILFoundation Model=UNI2, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.020.9392
ABMILFoundation Model=UNI2, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.020.93
CLAM-MBFoundation Model=UNI2, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.020.9294
HAG-MILFoundation Model=UNI2, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.020.9256
CLAM-SBFoundation Model=UNI2, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.020.9256
ABMILFoundation Model=UNI2, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.020.9246
ABMILFoundation Model=UNI2, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.020.9226
ABMILFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.020.9209
CLAM-MBFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.020.9192
ABMILFoundation Model=GigaPath, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.020.9158
DSMILFoundation Model=GigaPath, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.020.913
CLAM-SBFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.020.9098
DSMILFoundation Model=UNI2, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.020.9096
ABMILFoundation Model=UNI2, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.020.907
HAG-MILFoundation Model=CONCH, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.020.9064
CLAM-SBFoundation Model=UNI2, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.020.9052
CLAM-SBFoundation Model=GigaPath, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.020.905
ABMILFoundation Model=GigaPath, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.020.9048
DSMILFoundation Model=GigaPath, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.020.9042
ABMILFoundation Model=GigaPath, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.020.9014
HAG-MILFoundation Model=GigaPath, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.020.8992
ABMILFoundation Model=CONCH, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.020.8976
CLAM-MBFoundation Model=GigaPath, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.020.8966
DSMILFoundation Model=UNI2, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.020.8966
TransMILFoundation Model=UNI2, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.020.8954
MeanpoolFoundation Model=UNI2, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.895
CLAM-MBFoundation Model=CONCH, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.020.8938
CLAM-SBFoundation Model=GigaPath, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.020.8936
DSMILFoundation Model=GigaPath, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.020.8928
CLAM-MBFoundation Model=GigaPath, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.020.892
CLAM-MBFoundation Model=UNI2, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.020.8918
CLAM-SBFoundation Model=CONCH, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.020.8888
MeanpoolFoundation Model=GigaPath, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.888
DSMILFoundation Model=CONCH, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.020.886
MaxpoolFoundation Model=UNI2, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.883
CLAM-SBFoundation Model=UNI2, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.020.878
DSMILFoundation Model=GigaPath, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.020.8764
CLAM-MBFoundation Model=UNI2, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.020.8758
DSMILFoundation Model=UNI2, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.020.8754
CLAM-MBFoundation Model=UNI2, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.020.8732
ABMILFoundation Model=CONCH, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.020.8722
DSMILFoundation Model=CONCH, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.020.872
TransMILFoundation Model=GigaPath, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.020.8706
ABMILFoundation Model=CONCH, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.020.8662
CLAM-SBFoundation Model=CONCH, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.020.8648
CLAM-MBFoundation Model=GigaPath, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.020.8634
CLAM-SBFoundation Model=UNI2, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.020.8634
DSMILFoundation Model=CONCH, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.020.8612
CLAM-SBFoundation Model=GigaPath, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.020.8524
TransMILFoundation Model=CONCH, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.020.8498
MaxpoolFoundation Model=GigaPath, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.8496
ABMILFoundation Model=CONCH, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.020.8464
CLAM-MBFoundation Model=CONCH, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.020.8418
DSMILFoundation Model=CONCH, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.020.841
CLAM-MBFoundation Model=CONCH, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.020.841
CLAM-SBFoundation Model=CONCH, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.020.84
MeanpoolFoundation Model=CONCH, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.8322
CLAM-MBFoundation Model=CONCH, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.020.8218
CLAM-SBFoundation Model=CONCH, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.020.8196
MaxpoolFoundation Model=CONCH, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.762