ECG Reconstruction via PPG: A Pilot Study
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Abstract (arXiv)
In this paper, the relation between electrocardiogram (ECG) and photoplethysmogram (PPG) signals is studied, and the waveform of ECG is inferred via the PPG signals. In order to address this inverse problem, a transform is proposed to map the discrete cosine transform (DCT) coefficients of each PPG cycle to those of the corresponding ECG cycle. The resulting DCT coefficients of the ECG cycle are inversely transformed to obtain the reconstructed ECG waveform. The proposed method is evaluated on a benchmark dataset of subjects with a variety of combinations of age and weight. Experimental results show that the proposed method can achieve a high accuracy at 0.98 in averaged correlation.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 23 Apr 2019.
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Citing papers per year: 2023: 3; 2024: 1; 2025: 1; 2026: 1.
6 papers.
- 2024Uncertainty-Aware PPG-2-ECG for Enhanced Cardiovascular Diagnosis using Diffusion Modelscited by 8
- 2023PPG-to-ECG Signal Translation for Continuous Atrial Fibrillation Detection via Attention-based Deep State-Space Modelingcited by 4
- 2023Your smartphone could act as a pulse-oximeter and as a single-lead ECGcited by 3
- 2026P2E-VQ: ECG-linked representation augmentation for PPG via discrete patch retrievalcited by 1
- 2023HDformer: A Higher Dimensional Transformer for Diabetes Detection Utilizing Long Range Vascular Signalscited by 0
- 2025MD-ViSCo: A Unified Model for Multi-Directional Vital Sign Waveform Conversioncited by 0
- 2026P2E-VQ: ECG-linked representation augmentation for PPG via discrete patch retrieval31 Jul 2026
- 2025MD-ViSCo: A Unified Model for Multi-Directional Vital Sign Waveform Conversion10 Jun 2025
- 2024Uncertainty-Aware PPG-2-ECG for Enhanced Cardiovascular Diagnosis using Diffusion Models19 May 2024
- 2023PPG-to-ECG Signal Translation for Continuous Atrial Fibrillation Detection via Attention-based Deep State-Space Modeling27 Sep 2023
- 2023Your smartphone could act as a pulse-oximeter and as a single-lead ECG21 May 2023
- 2023HDformer: A Higher Dimensional Transformer for Diabetes Detection Utilizing Long Range Vascular Signals17 Mar 2023