activity
20192023
most citedECG Reconstruction via PPG: A Pilot Study

38 citations · 96 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2023★ 2 cited

A Canonical Data Transformation for Achieving Inter- and Within-group Fairness

Zachary McBride Lazri, Ivan Brugere, Xin Tian +4

Increases in the deployment of machine learning algorithms for applications that deal with sensitive data have brought attention to the issue of fairness in machine learning. Many…

eess.SP2021★ 30 cited

A Multi-Channel Ratio-of-Ratios Method for Noncontact Hand Video Based SpO Monitoring Using Smartphone Cameras

Xin Tian, Chau-Wai Wong, Sushant M. Ranadive +1

Blood oxygen saturation (SpO) is an important indicator for pulmonary and respiratory functionalities. Clinical findings on COVID-19 show that many patients had dangerously low…

cs.LG2021★ 2 cited

Remote Blood Oxygen Estimation From Videos Using Neural Networks

Joshua Mathew, Xin Tian, Min Wu +1

Blood oxygen saturation (SpO) is an essential indicator of respiratory functionality and is receiving increasing attention during the COVID-19 pandemic. Clinical findings show…

eess.SP2021★ 16 cited

Cross-domain Joint Dictionary Learning for ECG Inference from PPG

Xin Tian, Qiang Zhu, Yuenan Li +1

The inverse problem of inferring electrocardiogram (ECG) from photoplethysmogram (PPG) is an emerging research direction that combines the easy measurability of PPG and the rich cl…

eess.SP2020★ 8 cited

Inferring ECG from PPG for Continuous Cardiac Monitoring Using Lightweight Neural Network

Yuenan Li, Xin Tian, Qiang Zhu +1

This paper presents a computational solution that enables continuous cardiac monitoring through cross-modality inference of electrocardiogram (ECG). While some smartwatches now all…

eess.SP2019★ 38 cited

ECG Reconstruction via PPG: A Pilot Study

Qiang Zhu, Xin Tian, Chau-Wai Wong +1

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 ad…