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ResearchFormerly WizWand

Bag-level classification on NCT-CRC

1AUCRNN-MIL
0.4974720.6279360.75840.888864May 29, 2025
Updated 4mo ago

Evaluation results

MethodLinks
RNN-MILPositive patch ratio=70%2025.051
ABMILPositive patch ratio=50%2025.051
ABMILPositive patch ratio=70%2025.051
Gated-ABMILPositive patch ratio=50%2025.051
Gated-ABMILPositive patch ratio=70%2025.051
CLAMPositive patch ratio=20%2025.051
CLAMPositive patch ratio=50%2025.051
CLAMPositive patch ratio=70%2025.051
TransMILPositive patch ratio=20%2025.051
TransMILPositive patch ratio=50%2025.051
TransMILPositive patch ratio=70%2025.051
IBMILPositive patch ratio=10%2025.051
IBMILPositive patch ratio=50%2025.051
IBMILPositive patch ratio=70%2025.051
R2T-MILPositive patch ratio=10%2025.051
R2T-MILPositive patch ratio=20%2025.051
R2T-MILPositive patch ratio=70%2025.051
DSAGLPositive patch ratio=10%2025.051
DSAGLPositive patch ratio=20%2025.051
DSAGLPositive patch ratio=50%2025.051
DSAGLPositive patch ratio=70%2025.051
R2T-MILPositive patch ratio=50%2025.050.998
IBMILPositive patch ratio=20%2025.050.9961
RNN-MILPositive patch ratio=50%2025.050.9915
CLAMPositive patch ratio=10%2025.050.9811
TransMILPositive patch ratio=10%2025.050.9705
Gated-ABMILPositive patch ratio=20%2025.050.9489
Gated-ABMILPositive patch ratio=10%2025.050.9488
RNN-MILPositive patch ratio=20%2025.050.8307
RNN-MILPositive patch ratio=10%2025.050.8183
MI-NetPositive patch ratio=50%2025.050.7582
ABMILPositive patch ratio=10%2025.050.7389
MI-NetPositive patch ratio=70%2025.050.7194
MI-NetPositive patch ratio=10%2025.050.7142
ABMILPositive patch ratio=20%2025.050.7019
MI-NetPositive patch ratio=20%2025.050.5168