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ResearchFormerly WizWand

Survival Analysis on UCEC TCGA (5-fold cross-validation)

0.7536C-Index2DMambaMIL
0.5402960.5956730.651050.706427Dec 1, 2024Mar 4, 2025Jun 5, 2025Sep 6, 2025Dec 8, 2025Mar 11, 2026Jun 12, 2026
Updated 4mo ago

Evaluation results

MethodLinks
2DMambaMILEvaluation Protocol=5-fold cross-validation2024.120.7536
KEMMWSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.120.7532
Expert5-fold cross-validation=true2026.060.7532
Agent5-fold cross-validation=true2026.060.7472
DTFD-MILEvaluation Protocol=5-fold cross-validation2024.120.7462
S4-MILEvaluation Protocol=5-fold cross-validation2024.120.7459
Agent+Expert5-fold cross-validation=true2026.060.7454
MambaMILEvaluation Protocol=5-fold cross-validation2024.120.7419
SRMambaMILEvaluation Protocol=5-fold cross-validation2024.120.7398
CMTAWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.120.7386
BioClinicalBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.120.7318
MOTCatWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.120.726
MCATWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.120.7253
MLPWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.120.7245
ABMILEvaluation Protocol=5-fold cross-validation2024.120.7243
SNNWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.120.7241
PorpoiseWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.120.7229
PIBDWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.120.7123
SurvPathWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.120.7041
GenePTransWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.120.7035
BioBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.120.7003
TransMILEvaluation Protocol=5-fold cross-validation2024.120.6997
Transformer (Cat)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.120.6831
Transformer (BP)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.120.6536
DSMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.120.6384
AttnMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.120.6381
MeanMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.120.6376
DSMILEvaluation Protocol=5-fold cross-validation2024.120.6324
CLAMEvaluation Protocol=5-fold cross-validation2024.120.6312
TransMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.120.6273
MaxMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.120.5485