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ResearchFormerly WizWand

Few-shot Cancer Subtype Classification on Human Breast (BRCA) 1,265 slides (test)

90.3Macro-AUCTANGLE
47.76458.80769.8580.893May 19, 2024
Updated 8mo ago

Evaluation results

MethodLinks
TANGLEk=25, protocol=Linear probing2024.0590.3
TANGLEk=10, protocol=Linear probing2024.0584.8
CTransPath+ABMILk=25, protocol=MIL2024.0583.5
TANGLE-Reck=25, protocol=Linear probing2024.0583.4
CTransPath-Intrak=25, protocol=Linear probing2024.0583.2
TANGLEk=5, protocol=Linear probing2024.0582.6
CTransPath+Avg.k=25, protocol=Linear probing2024.0580
HIPT_CLS_4Kk=25, protocol=Linear probing2024.0578.1
ResNet50+Avg.k=25, protocol=Linear probing2024.0576.6
CTransPath+ABMILk=10, protocol=MIL2024.0573.8
TANGLE-Reck=5, protocol=Linear probing2024.0573.6
CTransPath-Intrak=5, protocol=Linear probing2024.0573.2
CTransPath-Intrak=10, protocol=Linear probing2024.0571.9
CTransPath+Avg.k=5, protocol=Linear probing2024.0571.3
CTransPath+Avg.k=10, protocol=Linear probing2024.0571.3
CTransPath+TransMILk=25, protocol=MIL2024.0571.2
ResNet50+ABMILk=25, protocol=MIL2024.0571
HIPT_CLS_4Kk=10, protocol=Linear probing2024.0571
CTransPath+ABMILk=5, protocol=MIL2024.0570.9
CTransPath+Avg.k=1, protocol=Linear probing2024.0568.6
TANGLE-Reck=10, protocol=Linear probing2024.0568.3
ResNet50+Avg.k=10, protocol=Linear probing2024.0568
ResNet50+ABMILk=10, protocol=MIL2024.0567.6
ResNet50+Avg.k=5, protocol=Linear probing2024.0567.4
TANGLEk=1, protocol=Linear probing2024.0567.3
ResNet50+Avg.k=1, protocol=Linear probing2024.0565.7
CTransPath+TransMILk=10, protocol=MIL2024.0563.9
HIPT_CLS_4Kk=5, protocol=Linear probing2024.0563.7
CTransPath+TransMILk=5, protocol=MIL2024.0563
HIPT_CLS_4Kk=1, protocol=Linear probing2024.0562.2
ResNet50+ABMILk=5, protocol=MIL2024.0558
CTransPath+ABMILk=1, protocol=MIL2024.0557.4
CTransPath-Intrak=1, protocol=Linear probing2024.0557.2
TANGLE-Reck=1, protocol=Linear probing2024.0556.3
CTransPath+TransMILk=1, protocol=MIL2024.0555.5
ResNet50+ABMILk=1, protocol=MIL2024.0553.9
ResNet50+TransMILk=10, protocol=MIL2024.0553.7
ResNet50+TransMILk=25, protocol=MIL2024.0551.8
ResNet50+TransMILk=5, protocol=MIL2024.0550.5
ResNet50+TransMILk=1, protocol=MIL2024.0549.4