Abstract
Left Ventricular Hypertrophy (LVH) is a major cardiovascular risk factor, linked to heart failure, arrhythmia, and sudden cardiac death, often resulting from chronic stress like hypertension. Electrocar-diography (ECG), while varying in sensitivity, is widely accessible and cost-effective for detecting LVH-related morphological changes. This work introduces a bilateral signal warping (BSW) approach to improve ECG-based LVH diagnosis. Our method creates a library of heartbeat prototypes from patients with consistent ECG patterns. After preprocessing to eliminate baseline wander and detect R peaks, we apply BSW to cluster heartbeats, generating prototypes for both normal and LVH classes. We compare each new record to these references to support diagnosis. Experimental results show promising potential for practical application in clinical settings.
| Original language | English |
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| Title of host publication | ISBI 2025 - 2025 IEEE 22nd International Symposium on Biomedical Imaging, Proceedings |
| Publisher | IEEE Computer Society |
| ISBN (Electronic) | 9798331520526 |
| DOIs | |
| Publication status | Published - 12 May 2025 |
| Event | 22nd IEEE International Symposium on Biomedical Imaging, ISBI 2025 - Houston, United States Duration: 14 Apr 2025 → 17 Apr 2025 |
Publication series
| Name | Proceedings - International Symposium on Biomedical Imaging |
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| ISSN (Print) | 1945-7928 |
| ISSN (Electronic) | 1945-8452 |
Conference
| Conference | 22nd IEEE International Symposium on Biomedical Imaging, ISBI 2025 |
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| Country/Territory | United States |
| City | Houston |
| Period | 14/04/25 → 17/04/25 |
Bibliographical note
Publisher Copyright:© 2025 IEEE.
Funding
This work was supported in part by InnoHK Project at Hong Kong Centre for Cerebro-cardiovascular Health Engineering (COCHE), HKRGC Grants No. C1013-21GF, CityU11301120, CityU11309922, ITF Grant No. MHP/054/22, and LU BGR 105824. The authors would like to thank Prof. Guillermo Sapiro for his insightful advice.
Keywords
- Bilateral Signal Warping
- Electrocardiography
- Explainability
- Left Ventricular Hypertrophy
- Prototype Generation