Unlocking the diagnostic potential of electrocardiograms through information transfer from cardiac magnetic resonance imaging

Özgün Turgut, Philip Müller, Paul Hager, Suprosanna Shit, Sophie Starck, Martin J. Menten, Eimo Martens, Daniel Rueckert

Abstract: Highlights•A novel deep learning strategy for cost-effective and holistic cardiac screening.•Comparison with state-of-the-art methods on three classification and sixty-one regression tasks.•Quantitative analysis of each component of the strategy with ablation studies.•Qualitative evaluation of the information transfer from CMR imaging to ECG.