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ResearchFormerly WizWand

Survival Prediction on CRC (Colon & Rectal) TCGA (cross-validated)

0.684c-IndexTransMIL
0.442720.505360.5680.63064Jun 6, 2022Oct 2, 2022Jan 29, 2023May 28, 2023Sep 24, 2023Jan 21, 2024May 19, 2024
Updated 8mo ago

Evaluation results

MethodLinks
TransMILLearning Paradigm=Supervised, Features=UNI2024.050.684
PANTHERAll + MLPLearning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=MLP2024.050.665
PANTHERWA + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.647
PANTHERAll + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.645
AttnMISLLearning Paradigm=Supervised, Features=UNI, Prototypes (C)=162024.050.639
H2TLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.639
OTLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.622
HIPT2022.060.608
ABMILLearning Paradigm=Supervised, Features=UNI2024.050.608
ABMIL2022.060.566
DeepSetsLearning Paradigm=Unsupervised, Features=UNI2024.050.563
DeepAttnMISL2022.060.561
ILRALearning Paradigm=Supervised, Features=UNI2024.050.555
ProtoCountsLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.050.552
GCN-MIL2022.060.538
PANTHERTop + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.534
DSMILLearning Paradigm=Supervised, Features=UNI2024.050.5
DS-MIL2022.060.47
PANTHERBot. + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.050.452