ViTiMM converts clinical measurements, medications, ECG, and X-rays into images and feeds them with text to a Swin/RoBERTa model, reporting AUROC 0.922 for in-hospital mortality on MIMIC-IV.
PLoS computational biology 17(8), e1009224 (2021)
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Arbitrary Data as Images: Fusion of Patient Data Across Modalities and Irregular Intervals with Vision Transformers
ViTiMM converts clinical measurements, medications, ECG, and X-rays into images and feeds them with text to a Swin/RoBERTa model, reporting AUROC 0.922 for in-hospital mortality on MIMIC-IV.