PulseDiff methodology overview

Improving Diffusion Models for ECG Imputation with an Augmented Template Prior

We introduce PulseDiff, a diffusion-based approach for ECG signal imputation that leverages subject-specific pulse templates as informative priors. Our method outperforms leading deterministic models for short-interval missing data and achieves comparable performance for long-interval data loss, addressing key challenges in mobile health monitoring.

November 2023 · Alexander Jenkins, Zehua Chen, Fu Siong Ng, Danilo Mandic