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ResearchFormerly WizWand

Survival Prediction on TCGA-BLCA (n = 373)

0.71C-indexMurreNet
0.4760.536750.59750.65825May 19, 2024Jul 27, 2024Oct 4, 2024Dec 12, 2024Feb 19, 2025Apr 29, 2025Jul 7, 2025
Updated 8mo ago

Evaluation results

MethodLinks
MurreNetPathological images=true, Genomic profiles=true2025.070.71
CMTAPathological images=true, Genomic profiles=true2025.070.683
MOTCatPathological images=true, Genomic profiles=true2025.070.683
MCATPathological images=true, Genomic profiles=true2025.070.677
SurvPathPathological images=true, Genomic profiles=true2025.070.673
M3IFPathological images=true, Genomic profiles=true2025.070.662
PORPOISEPathological images=true, Genomic profiles=true2025.070.651
MOMEPathological images=true, Genomic profiles=true2025.070.65
ABMILPathological images=true, Genomic profiles=false2025.070.64
TransMILPathological images=true, Genomic profiles=false2025.070.64
DSMILPathological images=true, Genomic profiles=false2025.070.636
SNNPathological images=false, Genomic profiles=true2025.070.625
CLAMPathological images=true, Genomic profiles=false2025.070.618
PANTHERAll + MLPLearning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=MLP2024.050.612
MLPPathological images=false, Genomic profiles=true2025.070.611
DTFD-MILPathological images=true, Genomic profiles=false2025.070.61
OTLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.603
PANTHERAll + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.602
TransMILLearning Paradigm=Supervised, Features=UNI2024.050.595
CoxnnetPathological images=false, Genomic profiles=true2025.070.591
PANTHERWA + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.586
DeepSetsLearning Paradigm=Unsupervised, Features=UNI2024.050.581
H2TLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.566
ABMILLearning Paradigm=Supervised, Features=UNI2024.050.55
ILRALearning Paradigm=Supervised, Features=UNI2024.050.55
PANTHERTop + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.543
ProtoCountsLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.533
DSMILLearning Paradigm=Supervised, Features=UNI2024.050.501
PANTHERBot. + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.494
AttnMISLLearning Paradigm=Supervised, Features=UNI, Prototypes (C)=162024.050.485