A latent ODE plus graph autoencoder encodes 3D+t ventricular motion from cine MRI; deviations from a covariate prior improve heart failure risk prediction over standard markers in UK Biobank data.
Medical image analysis 13, 773–784
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The paper reviews recent developments and unresolved challenges in cardiac mechanics modeling, arguing that identifying essential complexities versus safe simplifications is key to clinical translation.
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A Latent ODE Approach to Spatiotemporal Modeling of Cine Cardiac MRI
A latent ODE plus graph autoencoder encodes 3D+t ventricular motion from cine MRI; deviations from a covariate prior improve heart failure risk prediction over standard markers in UK Biobank data.