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ResearchFormerly WizWand

Few-shot Cancer Subtype Classification on Human Lung (NSCLC) 1,946 slides (test)

93.9Macro-AUCTANGLE
51.15662.25373.3584.447May 19, 2024
Updated 8mo ago

Evaluation results

MethodLinks
TANGLEk=25, protocol=Linear probing2024.0593.9
TANGLEk=10, protocol=Linear probing2024.0591.5
TANGLEk=5, protocol=Linear probing2024.0589.3
CTransPath+ABMILk=25, protocol=MIL2024.0587.2
TANGLE-Reck=25, protocol=Linear probing2024.0586.6
TANGLE-Reck=10, protocol=Linear probing2024.0585.5
CTransPath+ABMILk=10, protocol=MIL2024.0585.3
TANGLE-Reck=5, protocol=Linear probing2024.0584.1
CTransPath-Intrak=25, protocol=Linear probing2024.0583.2
TANGLE-Reck=1, protocol=Linear probing2024.0581.6
CTransPath+TransMILk=25, protocol=MIL2024.0580.5
HIPT_CLS_4Kk=25, protocol=Linear probing2024.0579.1
CTransPath+ABMILk=5, protocol=MIL2024.0578.7
CTransPath-Intrak=10, protocol=Linear probing2024.0575.4
CTransPath+Avg.k=25, protocol=Linear probing2024.0575.2
HIPT_CLS_4Kk=10, protocol=Linear probing2024.0574.1
CTransPath+Avg.k=10, protocol=Linear probing2024.0571
TANGLEk=1, protocol=Linear probing2024.0570.9
HIPT_CLS_4Kk=5, protocol=Linear probing2024.0570.5
CTransPath-Intrak=5, protocol=Linear probing2024.0570.3
CTransPath+TransMILk=10, protocol=MIL2024.0568.4
CTransPath+Avg.k=5, protocol=Linear probing2024.0566
ResNet50+ABMILk=5, protocol=MIL2024.0565.9
ResNet50+ABMILk=10, protocol=MIL2024.0565.6
CTransPath+TransMILk=5, protocol=MIL2024.0564.8
ResNet50+ABMILk=25, protocol=MIL2024.0564.8
CTransPath+ABMILk=1, protocol=MIL2024.0562.8
ResNet50+Avg.k=10, protocol=Linear probing2024.0560.7
ResNet50+Avg.k=5, protocol=Linear probing2024.0560.1
HIPT_CLS_4Kk=1, protocol=Linear probing2024.0559.8
CTransPath-Intrak=1, protocol=Linear probing2024.0559.6
ResNet50+Avg.k=25, protocol=Linear probing2024.0559.5
ResNet50+ABMILk=1, protocol=MIL2024.0558.2
CTransPath+Avg.k=1, protocol=Linear probing2024.0558.2
ResNet50+Avg.k=1, protocol=Linear probing2024.0557.4
ResNet50+TransMILk=1, protocol=MIL2024.0555.9
ResNet50+TransMILk=5, protocol=MIL2024.0555
ResNet50+TransMILk=10, protocol=MIL2024.0554.2
CTransPath+TransMILk=1, protocol=MIL2024.0554.1
ResNet50+TransMILk=25, protocol=MIL2024.0552.8