ECG Inpainting with denoising diffusion prior

Published: 27 Oct 2023, Last Modified: 22 Nov 2023DGM4H NeurIPS 2023 PosterEveryoneRevisionsBibTeX
Keywords: diffusion models, electrocardiogram, generative models, monte carlo
Abstract: In this work, we train a generative denoising diffusion model (DDGM) in healthy electrocardiogram (ECG) data capable of generating realistic healthy heartbeats. We then show how recent advances in solving linear inverse Bayesian problems with DDGM can be used to derive interpretable outlier detection tools for electrophysiological anomalies.
Submission Number: 21