About me
Stay hungry. Stay foolish.
Welcome to my page! I am currently a research scientist at Facebook. I obtained my Ph.D. degree in Electrical & Computer Engineering, advised by Prof. Min Wu from the University of Maryland, College Park. I received a B.S. degree in electrical engineering – automation at Zhejiang University in Hangzhou, China in 2010 and a M.S. degree in electrical engineering – automation, advised by Prof. Jianxun Li at Shanghai Jiaotong University in Shanghai, China in 2014. You may find my CV here.
Research Interests
Digital image/video processing, Biomedical Signal Processing, Information Security and Forensics, Machine Learning.
Projects at UMD
Remote Vital Signs Monitoring | ECG Reconstruction From PPG |
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Robust Frequency Tracking | ENF estimation From Multimedia Data |
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Publication
Journals
- A. Hajj-Ahmad, C.-W. Wong, . Gambino, Q. Zhu, M. Yu, and M. Wu, “Factors Affecting ENF Capture in Audio”, IEEE Transactions on Information Forensics and Security (TIFS), Vol. 14, No. 2, pp. 277-288, Feb. 2019. [IEEE Xplore]
- Q. Zhu, M. Chen, C.-W. Wong and M. Wu, “Adaptive Multi-Trace Carving for Robust Frequency Tracking in Forensic Applications”, accepted by IEEE Transactions on Information Forensics and Security (TIFS), to appear. [arXiv]
- M. Chen, Q. Zhu, M. Wu and Q. Wang, “Modulation Model of the Photoplethysmography Signal for Vital Sign Extraction”, IEEE Journal of Biomedical and Health Informatics, early access, Aug. 2020. [PDF]
- Q. Zhu, X. Tian, C.-W. Wong and M. Wu, “Learning Your Heart Actions From Pulse: ECG Waveform Reconstruction From PPG”, under revision. [bioRxiv]
- Q. Zhu, C.-W. Wong and M. Wu, “Robust Fitness Pulse Rate and Pulse Rate Varibility Measurement From Face Videos”, under preparation for journal submission.
- S. Han, Q. Zhu, J. Li, and Y. Zhou, “Generalized Rough Set-based Information Filling Technique for Failure Analysis of Thruster Experimental Data”, Chinese Journal of Aeronautics, Vol. 26, No. 5, pp. 1182-1194, Oct. 2017. [Science Direct]
- J. Wu, Z. Mou, Q. Zhu, J. Li, and Y. Zhou, “Decoupled Target Tracking with Bearing-only Measurements”, Optical Engineering, Vol. 51, No. 12, pp. 126401, Dec. 2012. [SPIE.]
Conferences
- Q. Zhu, X. Tian, C.-W. Wong, and M. Wu, “ECG Reconstruction via PPG: A Pilot Study”, 2019 IEEE-EMBS International Conference on Biomedical and Health Informatics, 2019. [43/394=11% acceptance rate for oral presentation of regular paper][IEEE Xplore][arXiv][Slides]
- M. Chen, Q. Zhu, H. Zhang, M. Wu, and Q. Wang, “Respiratory Rate Estimation From Face Videos”, 2019 IEEE-EMBS International Conference on Biomedical and Health Informatics, 2019. [123/394=31% acceptance rate for regular paper][IEEE Xplore][arXiv]
- Q. Zhu, M. Chen, C.-W. Wong, and M. Wu, “Adaptive Multi-Trace Carving Based on Dynamic Programming”, Asilomar Conference on Signals, Systems, and Computers, 2018. [IEEE Xplore][Poster]
- Q. Zhu, C.-W. Wong, C.-H. Fu and M. Wu, “Fitness Heart Rate Measurement Using Face Videos”, IEEE International Conference on Image Processing (ICIP), 2017. [IEEE Xplore][Postprint][Slides][Demo Videos: Elliptical Machine, Treadmill]
- Y. Wang, S. Zhao, J. Li, J. Kuang, and Q. Zhu, “Recurrent Neural Network for Spectral Mapping in Speech Bandwidth Extension”, IEEE Global Conf. on Sig. and Info. Proc. (GlobalSIP), 2016.
- Q. Zhu and J. Li, “Joint Estimation of State and Parameter for Tracking System Using EM{UKF”, IASTED International Sympo. on Power and Energy, 2013.
- Z. Zhang, J. Li, S. Han, and Q. Zhu, “Muti-Target Tracking Using the Sign of Innovations in Wireless Sensor Networks”, 2012 Chinese Control and Decision Conf. (CCDC), 2012.
- X. Tian, Q. Zhu, Y. Li, and M. Wu, “Cross-domain Joint Dictionary Learning fro ECG Reconstruction From PPG”, submitted for conference publication.
Patent
- Q. Zhu, X. Tian, C.-W. Wong, and M. Wu, “Reconstruction of ECG from PPG Signals for Continuous Monitoring and Analytics”, provisional patent filing Mar. 2019.
- Q. Zhu, M. Chen, C.-W. Wong, and M. Wu, “Methods for Tracking Weak Signal Traces Under Severe Noise and Distortions”, provisional patent filing Sept. 2018, formal filing Sept. 2019.
- N. Gadgil, G. Su, Q. Zhu, and Q. Song, “Reducing Banding Artifacts in HDR Imaging via Adaptive SDR-to-HDR Reshaping Functions”, provisional patent filing Aug. 2018.
- M. Wu, C.-W. Wong, Q. Zhu, C.-H. Fu, and J. Su, “Heart Rate Measurement for Fitness Exercises Using Facial Video”, provisional patent filing Sept. 2017, formal filing Sept. 2018.