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Performer: A Novel PPG to ECG Reconstruction Transformer For a Digital Biomarker of Cardiovascular Disease Detection. (arXiv:2204.11795v2 [eess.SP] UPDATED)
April 28, 2022, 1:12 a.m. | Ella Lan
cs.LG updates on arXiv.org arxiv.org
Cardiovascular diseases (CVDs) have become the top one cause of death;
three-quarters of these deaths occur in lower-income communities.
Electrocardiography (ECG), an electrical measurement capturing the cardiac
activities, is a gold-standard to diagnose CVDs. However, ECG is infeasible for
continuous cardiac monitoring due to its requirement for user participation.
Meanwhile, photoplethysmography (PPG) is easy to collect, but the limited
accuracy constrains its clinical usage. In this research, a novel
Transformer-based architecture, Performer, is invented to reconstruct ECG from
PPG and …
More from arxiv.org / cs.LG updates on arXiv.org
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