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ResearchFormerly WizWand

Survival prediction on LUAD NLST

0.634C-indexPANTHERAll + MLP
0.408320.466910.52550.58409May 19, 2024
Updated 8mo ago

Evaluation results

MethodLinks
PANTHERAll + MLPLearning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=MLP2024.050.634
PANTHERAll + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.623
OTLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.607
H2TLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.603
AttnMISLLearning Paradigm=Supervised, Features=UNI, Prototypes (C)=162024.050.577
ABMILLearning Paradigm=Supervised, Features=UNI2024.050.519
PANTHERBot. + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.519
DeepSetsLearning Paradigm=Unsupervised, Features=UNI2024.050.509
DSMILLearning Paradigm=Supervised, Features=UNI2024.050.5
ProtoCountsLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.5
TransMILLearning Paradigm=Supervised, Features=UNI2024.050.484
ILRALearning Paradigm=Supervised, Features=UNI2024.050.482
PANTHERWA + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.482
PANTHERTop + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.417