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ResearchFormerly WizWand

Survival Prediction on Multi-modal Survival Dataset (test)

0.904C-indexDRIM-Surv
0.60760.684550.76150.83845Sep 25, 2024
Updated 8mo ago

Evaluation results

MethodLinks
DRIM-SurvInference Modalities=All 4 modalities, Train Occurrence=8%, MMO Strategy=false2024.090.904
DRIM-SurvInference Modalities=WSI, RNA, MRI, Train Occurrence=1%, MMO Strategy=false2024.090.892
MaxInference Modalities=All 4 modalities, Train Occurrence=8%, MMO Strategy=false2024.090.886
Conc. w/ MMOInference Modalities=All 4 modalities, Train Occurrence=8%, MMO Strategy=true2024.090.885
DRIM-SurvInference Modalities=RNA, MRI, Train Occurrence=0%, MMO Strategy=false2024.090.874
DRIM-SurvInference Modalities=DNAm, RNA, MRI, Train Occurrence=1%, MMO Strategy=false2024.090.874
Conc. w/ MMOInference Modalities=DNAm, RNA, MRI, Train Occurrence=1%, MMO Strategy=true2024.090.87
Tensor w/ MMOInference Modalities=DNAm, RNA, Train Occurrence=9%, MMO Strategy=true2024.090.86
DRIM-SurvInference Modalities=DNAm, RNA, Train Occurrence=9%, MMO Strategy=false2024.090.858
Tensor w/ MMOInference Modalities=DNAm, WSI, RNA, Train Occurrence=55%, MMO Strategy=true2024.090.853
DRIM-SurvInference Modalities=DNAm, WSI, RNA, Train Occurrence=55%, MMO Strategy=false2024.090.85
Conc. w/ MMOInference Modalities=DNAm, RNA, Train Occurrence=9%, MMO Strategy=true2024.090.848
MaxInference Modalities=DNAm, RNA, Train Occurrence=9%, MMO Strategy=false2024.090.843
Conc. w/ MMOInference Modalities=DNAm, WSI, RNA, Train Occurrence=55%, MMO Strategy=true2024.090.839
MaxInference Modalities=DNAm, WSI, RNA, Train Occurrence=55%, MMO Strategy=false2024.090.838
DRIM-SurvInference Modalities=DNAm, WSI, MRI, Train Occurrence=3%, MMO Strategy=false2024.090.838
DRIM-SurvInference Modalities=DNAm, WSI, Train Occurrence=17%, MMO Strategy=false2024.090.832
Conc. w/ MMOInference Modalities=WSI, RNA, MRI, Train Occurrence=1%, MMO Strategy=true2024.090.83
DRIM-SurvInference Modalities=WSI, RNA, Train Occurrence=2%, MMO Strategy=false2024.090.829
MaxInference Modalities=WSI, RNA, MRI, Train Occurrence=1%, MMO Strategy=false2024.090.828
Tensor w/ MMOInference Modalities=All 4 modalities, Train Occurrence=8%, MMO Strategy=true2024.090.828
MaxInference Modalities=DNAm, RNA, MRI, Train Occurrence=1%, MMO Strategy=false2024.090.824
Tensor w/ MMOInference Modalities=DNAm, RNA, MRI, Train Occurrence=1%, MMO Strategy=true2024.090.823
Conc. w/ MMOInference Modalities=WSI, RNA, Train Occurrence=2%, MMO Strategy=true2024.090.816
Tensor w/ MMOInference Modalities=WSI, RNA, Train Occurrence=2%, MMO Strategy=true2024.090.811
Conc. w/ MMOInference Modalities=DNAm, WSI, Train Occurrence=17%, MMO Strategy=true2024.090.81
Tensor w/ MMOInference Modalities=DNAm, WSI, Train Occurrence=17%, MMO Strategy=true2024.090.804
Conc. w/ MMOInference Modalities=RNA, MRI, Train Occurrence=0%, MMO Strategy=true2024.090.803
MaxInference Modalities=DNAm, WSI, Train Occurrence=17%, MMO Strategy=false2024.090.798
DRIM-SurvInference Modalities=WSI, MRI, Train Occurrence=2%, MMO Strategy=false2024.090.796
MaxInference Modalities=WSI, RNA, Train Occurrence=2%, MMO Strategy=false2024.090.795
DRIM-SurvInference Modalities=DNAm, MRI, Train Occurrence=2%, MMO Strategy=false2024.090.794
MaxInference Modalities=RNA, MRI, Train Occurrence=0%, MMO Strategy=false2024.090.783
Conc. w/ MMOInference Modalities=DNAm, WSI, MRI, Train Occurrence=3%, MMO Strategy=true2024.090.779
Tensor w/ MMOInference Modalities=WSI, RNA, MRI, Train Occurrence=1%, MMO Strategy=true2024.090.771
MaxInference Modalities=DNAm, WSI, MRI, Train Occurrence=3%, MMO Strategy=false2024.090.767
Tensor w/ MMOInference Modalities=DNAm, WSI, MRI, Train Occurrence=3%, MMO Strategy=true2024.090.761
Tensor w/ MMOInference Modalities=RNA, MRI, Train Occurrence=0%, MMO Strategy=true2024.090.755
MaxInference Modalities=DNAm, MRI, Train Occurrence=2%, MMO Strategy=false2024.090.74
Conc. w/ MMOInference Modalities=DNAm, MRI, Train Occurrence=2%, MMO Strategy=true2024.090.74
Tensor w/ MMOInference Modalities=DNAm, MRI, Train Occurrence=2%, MMO Strategy=true2024.090.74
MaxInference Modalities=WSI, MRI, Train Occurrence=2%, MMO Strategy=false2024.090.702
Conc. w/ MMOInference Modalities=WSI, MRI, Train Occurrence=2%, MMO Strategy=true2024.090.643
Tensor w/ MMOInference Modalities=WSI, MRI, Train Occurrence=2%, MMO Strategy=true2024.090.619