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Automatic digitization of paper electrocardiograms - A systematic review
Alex Lence1, Fabrice Extramiana2, Ahmad Fall3
1IRD, Sorbonne Université, Unité de Modélisation Mathématique et Informatique des Systèmes Complexes, UMMISCO, F-93143 Bondy, France.
Digitizing paper electrocardiogram (ECG) records aids cardiac data preservation but faces challenges. Standardizing evaluation and improving code access are crucial for advancing ECG research.
Area of Science:
- Cardiology
- Biomedical Engineering
- Digital Health
Background:
- Digitizing paper electrocardiogram (ECG) records is vital for preserving and analyzing cardiac data.
- The process presents challenges including skew correction, binarization, and signal extraction.
- Existing methods, including deep learning, show promise but lack standardized evaluation.
Approach:
- This article provides a systematic review of current ECG paper record digitization methods.
- It examines various approaches to address digitization challenges.
- The review highlights the need for common databases and metrics for method comparison.
Key Points:
- Standardization of evaluation metrics and databases is lacking for ECG digitization methods.
- Limited accessibility of code and software impedes comparative analysis of different approaches.
- Deep learning and automation show potential but require further development and validation.
Conclusions:
- Improving code accessibility and establishing common evaluation standards are essential for advancing paper ECG digitization.
- Further research is needed to overcome existing challenges and facilitate reliable cardiac data analysis.
- Standardization will enable more robust comparison and adoption of novel digitization techniques.
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