Multimodal Classification on MIMIC
0.4273PR AUCDFPL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DFPLMissing rate η=30%, Train/Test Image=70%, Train/Test Tabular=100%2026.06 | 0.4273 | — | |
| DFPLMissing rate η=50%, Train/Test Image=50%, Train/Test Tabular=100%2026.06 | 0.4225 | — | |
| DFPLMissing rate η=70%, Train/Test Image=30%, Train/Test Tabular=100%2026.06 | 0.4206 | — | |
| DFPLMissing rate η=30%, Train/Test Image=85%, Train/Test Tabular=85%2026.06 | 0.4167 | — | |
| DrFuseMissing rate η=30%, Train/Test Image=70%, Train/Test Tabular=100%2026.06 | 0.416 | — | |
| DrFuseMissing rate η=50%, Train/Test Image=50%, Train/Test Tabular=100%2026.06 | 0.4122 | — | |
| ShaSpecMissing rate η=30%, Train/Test Image=70%, Train/Test Tabular=100%2026.06 | 0.4121 | — | |
| DrFuseMissing rate η=70%, Train/Test Image=30%, Train/Test Tabular=100%2026.06 | 0.4111 | — | |
| STiLMissing rate η=30%, Train/Test Image=70%, Train/Test Tabular=100%2026.06 | 0.41 | — | |
| ShaSpecMissing rate η=50%, Train/Test Image=50%, Train/Test Tabular=100%2026.06 | 0.4096 | — | |
| STiLMissing rate η=50%, Train/Test Image=50%, Train/Test Tabular=100%2026.06 | 0.4095 | — | |
| DMRNetMissing rate η=30%, Train/Test Image=70%, Train/Test Tabular=100%2026.06 | 0.4077 | — | |
| IF-MMINMissing rate η=30%, Train/Test Image=70%, Train/Test Tabular=100%2026.06 | 0.4076 | — | |
| ShaSpecMissing rate η=70%, Train/Test Image=30%, Train/Test Tabular=100%2026.06 | 0.4067 | — | |
| DFPLMissing rate η=30%, Train/Test Image=100%, Train/Test Tabular=70%2026.06 | 0.4063 | — | |
| IM-FuseMissing rate η=30%, Train/Test Image=70%, Train/Test Tabular=100%2026.06 | 0.4061 | — | |
| STiLMissing rate η=70%, Train/Test Image=30%, Train/Test Tabular=100%2026.06 | 0.4054 | — | |
| DrFuseMissing rate η=30%, Train/Test Image=85%, Train/Test Tabular=85%2026.06 | 0.4034 | — | |
| IF-MMINMissing rate η=50%, Train/Test Image=50%, Train/Test Tabular=100%2026.06 | 0.4034 | — | |
| DMRNetMissing rate η=50%, Train/Test Image=50%, Train/Test Tabular=100%2026.06 | 0.4033 | — | |
| IM-FuseMissing rate η=50%, Train/Test Image=50%, Train/Test Tabular=100%2026.06 | 0.403 | — | |
| DFPLMissing rate η=50%, Train/Test Image=75%, Train/Test Tabular=75%2026.06 | 0.4022 | — | |
| ShaSpecMissing rate η=30%, Train/Test Image=85%, Train/Test Tabular=85%2026.06 | 0.4014 | — | |
| STiLMissing rate η=30%, Train/Test Image=85%, Train/Test Tabular=85%2026.06 | 0.4012 | — | |
| TIPMissing rate η=30%, Train/Test Image=70%, Train/Test Tabular=100%2026.06 | 0.401 | — | |
| IF-MMINMissing rate η=30%, Train/Test Image=85%, Train/Test Tabular=85%2026.06 | 0.4004 | — | |
| IF-MMINMissing rate η=70%, Train/Test Image=30%, Train/Test Tabular=100%2026.06 | 0.4 | — | |
| TIPMissing rate η=50%, Train/Test Image=50%, Train/Test Tabular=100%2026.06 | 0.3993 | — | |
| DMRNetMissing rate η=30%, Train/Test Image=85%, Train/Test Tabular=85%2026.06 | 0.3991 | — | |
| DMRNetMissing rate η=70%, Train/Test Image=30%, Train/Test Tabular=100%2026.06 | 0.3964 | — | |
| IM-FuseMissing rate η=70%, Train/Test Image=30%, Train/Test Tabular=100%2026.06 | 0.3948 | — | |
| IM-FuseMissing rate η=30%, Train/Test Image=85%, Train/Test Tabular=85%2026.06 | 0.3939 | — | |
| DrFuseMissing rate η=30%, Train/Test Image=100%, Train/Test Tabular=70%2026.06 | 0.393 | — | |
| TIPMissing rate η=30%, Train/Test Image=85%, Train/Test Tabular=85%2026.06 | 0.3923 | — | |
| TIPMissing rate η=70%, Train/Test Image=30%, Train/Test Tabular=100%2026.06 | 0.3902 | — | |
| STiLMissing rate η=30%, Train/Test Image=100%, Train/Test Tabular=70%2026.06 | 0.3895 | — | |
| ShaSpecMissing rate η=30%, Train/Test Image=100%, Train/Test Tabular=70%2026.06 | 0.3894 | — | |
| DrFuseMissing rate η=50%, Train/Test Image=75%, Train/Test Tabular=75%2026.06 | 0.3864 | — | |
| IF-MMINMissing rate η=30%, Train/Test Image=100%, Train/Test Tabular=70%2026.06 | 0.3845 | — | |
| DFPLMissing rate η=50%, Train/Test Image=100%, Train/Test Tabular=50%2026.06 | 0.3843 | — | |
| DMRNetMissing rate η=30%, Train/Test Image=100%, Train/Test Tabular=70%2026.06 | 0.382 | — | |
| IM-FuseMissing rate η=30%, Train/Test Image=100%, Train/Test Tabular=70%2026.06 | 0.3788 | — | |
| TIPMissing rate η=30%, Train/Test Image=100%, Train/Test Tabular=70%2026.06 | 0.3772 | — | |
| DFPLMissing rate η=70%, Train/Test Image=65%, Train/Test Tabular=65%2026.06 | 0.3762 | — | |
| STiLMissing rate η=50%, Train/Test Image=75%, Train/Test Tabular=75%2026.06 | 0.3745 | — | |
| ShaSpecMissing rate η=50%, Train/Test Image=75%, Train/Test Tabular=75%2026.06 | 0.3713 | — | |
| IF-MMINMissing rate η=50%, Train/Test Image=75%, Train/Test Tabular=75%2026.06 | 0.371 | — | |
| IM-FuseMissing rate η=50%, Train/Test Image=75%, Train/Test Tabular=75%2026.06 | 0.3698 | — | |
| DMRNetMissing rate η=50%, Train/Test Image=75%, Train/Test Tabular=75%2026.06 | 0.369 | — | |
| DrFuseMissing rate η=50%, Train/Test Image=100%, Train/Test Tabular=50%2026.06 | 0.3642 | — | |
| TIPMissing rate η=50%, Train/Test Image=75%, Train/Test Tabular=75%2026.06 | 0.3634 | — | |
| DrFuseMissing rate η=70%, Train/Test Image=65%, Train/Test Tabular=65%2026.06 | 0.362 | — | |
| DFPLMissing rate η=70%, Train/Test Image=100%, Train/Test Tabular=30%2026.06 | 0.36 | — | |
| ShaSpecMissing rate η=50%, Train/Test Image=100%, Train/Test Tabular=50%2026.06 | 0.3584 | — | |
| STiLMissing rate η=50%, Train/Test Image=100%, Train/Test Tabular=50%2026.06 | 0.357 | — | |
| ShaSpecMissing rate η=70%, Train/Test Image=65%, Train/Test Tabular=65%2026.06 | 0.3564 | — | |
| STiLMissing rate η=70%, Train/Test Image=65%, Train/Test Tabular=65%2026.06 | 0.3528 | — | |
| IM-FuseMissing rate η=50%, Train/Test Image=100%, Train/Test Tabular=50%2026.06 | 0.3511 | — | |
| DMRNetMissing rate η=50%, Train/Test Image=100%, Train/Test Tabular=50%2026.06 | 0.351 | — | |
| IF-MMINMissing rate η=50%, Train/Test Image=100%, Train/Test Tabular=50%2026.06 | 0.3509 | — | |
| TIPMissing rate η=50%, Train/Test Image=100%, Train/Test Tabular=50%2026.06 | 0.3456 | — | |
| IF-MMINMissing rate η=70%, Train/Test Image=65%, Train/Test Tabular=65%2026.06 | 0.3456 | — | |
| DMRNetMissing rate η=70%, Train/Test Image=65%, Train/Test Tabular=65%2026.06 | 0.3456 | — | |
| DrFuseMissing rate η=70%, Train/Test Image=100%, Train/Test Tabular=30%2026.06 | 0.345 | — | |
| IM-FuseMissing rate η=70%, Train/Test Image=65%, Train/Test Tabular=65%2026.06 | 0.3423 | — | |
| TIPMissing rate η=70%, Train/Test Image=65%, Train/Test Tabular=65%2026.06 | 0.3401 | — | |
| ShaSpecMissing rate η=70%, Train/Test Image=100%, Train/Test Tabular=30%2026.06 | 0.3389 | — | |
| STiLMissing rate η=70%, Train/Test Image=100%, Train/Test Tabular=30%2026.06 | 0.338 | — | |
| DMRNetMissing rate η=70%, Train/Test Image=100%, Train/Test Tabular=30%2026.06 | 0.3351 | — | |
| IF-MMINMissing rate η=70%, Train/Test Image=100%, Train/Test Tabular=30%2026.06 | 0.3307 | — | |
| IM-FuseMissing rate η=70%, Train/Test Image=100%, Train/Test Tabular=30%2026.06 | 0.3234 | — | |
| TIPMissing rate η=70%, Train/Test Image=100%, Train/Test Tabular=30%2026.06 | 0.32 | — | |
| Cross+Self(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=false, (X")=false, Fact=false2023.06 | — | 0.652 | |
| Cross+Self+Fact(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=false, (X")=false, Fact=true2023.06 | — | 0.6549 | |
| FACTORCL-SSL(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=true, (X")=true, Fact=true2023.06 | — | 0.6734 | |
| FACTORCL-SUP(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=true, (X")=false, Fact=true2023.06 | — | 0.7679 | |
| OurCL-SSL(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=true, (X")=true, Fact=false2023.06 | — | 0.6522 | |
| OurCL-SUP(X1; X2)=true, (Xi; X)=true, (X1; X2|Y)=true, (X")=false, Fact=false2023.06 | — | 0.6816 | |
| SimCLR(X1; X2)=false, (Xi; X)=true, (X1; X2|Y)=false, (X")=false, Fact=false2023.06 | — | 0.6667 | |
| SupCon(X1; X2)=false, (Xi; X)=true, (X1; X2|Y)=false, (X")=false, Fact=false2023.06 | — | 0.6737 |