Multimodal Medical Classification on MIMIC-IV-MM
71.68AUROCMedMIX
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MedMIX2026.05 | 71.68 | 45.86 | 63.75 | 73.52 | |
| M3Care2026.05 | 70.68 | 44.35 | 63.19 | 72.51 | |
| ConcatFusion=Concatenation2026.05 | 70.08 | 41.67 | 61.66 | 71.75 | |
| MeanAvgFusion=Mean Average2026.05 | 70.04 | 41.47 | 62.08 | 71.11 | |
| AdaCoMed2026.05 | 70.01 | 43.38 | 62.75 | 72.21 | |
| AttentionFusion=Attention-based2026.05 | 69.22 | 40.12 | 61.14 | 71.08 | |
| MaxFusion=Max Pooling2026.05 | 68.66 | 39.9 | 60.21 | 68.85 | |
| Text-LargeModality=Text, Model Type=Teacher Large2026.05 | 68.1 | 41.23 | 46.96 | 53.53 | |
| XRay-LargeModality=X-Ray, Model Type=Teacher Large2026.05 | 66.86 | 39 | 46.16 | 52.48 | |
| OneLLM2026.05 | 59.21 | 33.44 | 54.89 | 66.81 | |
| TimeSeries-LargeModality=Time Series, Model Type=Teacher Large2026.05 | 52.93 | 26.89 | 41.37 | 29.97 |