Survival Prediction on Multi-modal Survival Dataset (test)
0.904C-indexDRIM-Surv
Evaluation Results
| Method | Links | |
|---|---|---|
| DRIM-SurvInference Modalities=All 4 modalities, Train Occurrence=8%, MMO Strategy=false2024.09 | 0.904 | |
| DRIM-SurvInference Modalities=WSI, RNA, MRI, Train Occurrence=1%, MMO Strategy=false2024.09 | 0.892 | |
| MaxInference Modalities=All 4 modalities, Train Occurrence=8%, MMO Strategy=false2024.09 | 0.886 | |
| Conc. w/ MMOInference Modalities=All 4 modalities, Train Occurrence=8%, MMO Strategy=true2024.09 | 0.885 | |
| DRIM-SurvInference Modalities=RNA, MRI, Train Occurrence=0%, MMO Strategy=false2024.09 | 0.874 | |
| DRIM-SurvInference Modalities=DNAm, RNA, MRI, Train Occurrence=1%, MMO Strategy=false2024.09 | 0.874 | |
| Conc. w/ MMOInference Modalities=DNAm, RNA, MRI, Train Occurrence=1%, MMO Strategy=true2024.09 | 0.87 | |
| Tensor w/ MMOInference Modalities=DNAm, RNA, Train Occurrence=9%, MMO Strategy=true2024.09 | 0.86 | |
| DRIM-SurvInference Modalities=DNAm, RNA, Train Occurrence=9%, MMO Strategy=false2024.09 | 0.858 | |
| Tensor w/ MMOInference Modalities=DNAm, WSI, RNA, Train Occurrence=55%, MMO Strategy=true2024.09 | 0.853 | |
| DRIM-SurvInference Modalities=DNAm, WSI, RNA, Train Occurrence=55%, MMO Strategy=false2024.09 | 0.85 | |
| Conc. w/ MMOInference Modalities=DNAm, RNA, Train Occurrence=9%, MMO Strategy=true2024.09 | 0.848 | |
| MaxInference Modalities=DNAm, RNA, Train Occurrence=9%, MMO Strategy=false2024.09 | 0.843 | |
| Conc. w/ MMOInference Modalities=DNAm, WSI, RNA, Train Occurrence=55%, MMO Strategy=true2024.09 | 0.839 | |
| MaxInference Modalities=DNAm, WSI, RNA, Train Occurrence=55%, MMO Strategy=false2024.09 | 0.838 | |
| DRIM-SurvInference Modalities=DNAm, WSI, MRI, Train Occurrence=3%, MMO Strategy=false2024.09 | 0.838 | |
| DRIM-SurvInference Modalities=DNAm, WSI, Train Occurrence=17%, MMO Strategy=false2024.09 | 0.832 | |
| Conc. w/ MMOInference Modalities=WSI, RNA, MRI, Train Occurrence=1%, MMO Strategy=true2024.09 | 0.83 | |
| DRIM-SurvInference Modalities=WSI, RNA, Train Occurrence=2%, MMO Strategy=false2024.09 | 0.829 | |
| MaxInference Modalities=WSI, RNA, MRI, Train Occurrence=1%, MMO Strategy=false2024.09 | 0.828 | |
| Tensor w/ MMOInference Modalities=All 4 modalities, Train Occurrence=8%, MMO Strategy=true2024.09 | 0.828 | |
| MaxInference Modalities=DNAm, RNA, MRI, Train Occurrence=1%, MMO Strategy=false2024.09 | 0.824 | |
| Tensor w/ MMOInference Modalities=DNAm, RNA, MRI, Train Occurrence=1%, MMO Strategy=true2024.09 | 0.823 | |
| Conc. w/ MMOInference Modalities=WSI, RNA, Train Occurrence=2%, MMO Strategy=true2024.09 | 0.816 | |
| Tensor w/ MMOInference Modalities=WSI, RNA, Train Occurrence=2%, MMO Strategy=true2024.09 | 0.811 | |
| Conc. w/ MMOInference Modalities=DNAm, WSI, Train Occurrence=17%, MMO Strategy=true2024.09 | 0.81 | |
| Tensor w/ MMOInference Modalities=DNAm, WSI, Train Occurrence=17%, MMO Strategy=true2024.09 | 0.804 | |
| Conc. w/ MMOInference Modalities=RNA, MRI, Train Occurrence=0%, MMO Strategy=true2024.09 | 0.803 | |
| MaxInference Modalities=DNAm, WSI, Train Occurrence=17%, MMO Strategy=false2024.09 | 0.798 | |
| DRIM-SurvInference Modalities=WSI, MRI, Train Occurrence=2%, MMO Strategy=false2024.09 | 0.796 | |
| MaxInference Modalities=WSI, RNA, Train Occurrence=2%, MMO Strategy=false2024.09 | 0.795 | |
| DRIM-SurvInference Modalities=DNAm, MRI, Train Occurrence=2%, MMO Strategy=false2024.09 | 0.794 | |
| MaxInference Modalities=RNA, MRI, Train Occurrence=0%, MMO Strategy=false2024.09 | 0.783 | |
| Conc. w/ MMOInference Modalities=DNAm, WSI, MRI, Train Occurrence=3%, MMO Strategy=true2024.09 | 0.779 | |
| Tensor w/ MMOInference Modalities=WSI, RNA, MRI, Train Occurrence=1%, MMO Strategy=true2024.09 | 0.771 | |
| MaxInference Modalities=DNAm, WSI, MRI, Train Occurrence=3%, MMO Strategy=false2024.09 | 0.767 | |
| Tensor w/ MMOInference Modalities=DNAm, WSI, MRI, Train Occurrence=3%, MMO Strategy=true2024.09 | 0.761 | |
| Tensor w/ MMOInference Modalities=RNA, MRI, Train Occurrence=0%, MMO Strategy=true2024.09 | 0.755 | |
| MaxInference Modalities=DNAm, MRI, Train Occurrence=2%, MMO Strategy=false2024.09 | 0.74 | |
| Conc. w/ MMOInference Modalities=DNAm, MRI, Train Occurrence=2%, MMO Strategy=true2024.09 | 0.74 | |
| Tensor w/ MMOInference Modalities=DNAm, MRI, Train Occurrence=2%, MMO Strategy=true2024.09 | 0.74 | |
| MaxInference Modalities=WSI, MRI, Train Occurrence=2%, MMO Strategy=false2024.09 | 0.702 | |
| Conc. w/ MMOInference Modalities=WSI, MRI, Train Occurrence=2%, MMO Strategy=true2024.09 | 0.643 | |
| Tensor w/ MMOInference Modalities=WSI, MRI, Train Occurrence=2%, MMO Strategy=true2024.09 | 0.619 |