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刘翼鹏

Personal Profile

Bio (short)


Yipeng Liu is an associate professor with University of Electronic Science and Technology of China (UESTC), Chengdu, ChinaHe has worked and studied at KU Leuven, Huawei Technologies, Tsinghua University, National Tsing Hua University. His Recent research interests including sparsity, tensor, and deep network methods for signal processing.

Bio (medium)

Yipeng Liu received the BSc degree in biomedical engineering (BME) and PhD in electronic engineering from University of Electronic Science and Technology of China (UESTC), Chengdu, China, in June 2006 and June 2011, respectively. His research research interests include sparsity, tensor and deep network methods for signal processing.


From July 2007 to September 2008, he was a research intern at the 10th Institute of China Electronics Technology Group Corporation (CETC-10), China. From November 2010 to May 2011, he was a visiting PhD student at Tsinghua University, China. From June 2011 to November 2011, he was a research engineer at Huawei Technologies, China. From November 2011 to November 2014, he was a postdoctoral research fellow at University of Leuven, Belgium. From November 2016 to February 2017 he was visiting scholar at National Tsing-Hua University, Taiwan, ROC. Since December 2014, he has been an associate professor with University of Electronic Science and Technology of China, Chengdu, China. 


He is a senior member of IEEE. He has been an Associate Editor of IEEE Signal Processing Letters and a Lead Guest Editor of Signal Processing: Image Communication.  





my profile at google scholar lists publications by citation count order.

publications are listed below by year of submission or publication.

peer reviewed papers

2020

  1. Yipeng Liu, Jiani Liu, Ce Zhu, "Low Rank Tensor Train Coe cient Array Estimation for Tensor-on-Tensor Regression," IEEE Transactions on Neural Networks and Learning Systems, 2020.  DoI: doi.org/10.1109/TNNLS.2020.2967022

  2. Lanlan Feng, Yipeng Liu, Longxi Chen, Xiang Zhang, Ce Zhu, "Robust Block Tensor Principal Component Analysis," Signal Processing,  vol. 166, no. 107271, pp. 1 - 13, 2020. DOI: doi.org/10.1016/j.sigpro.2019.107271


2019

  1. Liaqat Ali, Ce Zhu, Zhonghao Zhang, Yipeng Liu, "Automated Detection of Parkinson’s Disease Based on Multiple Types of Sustained Phonations using Linear Discriminant Analysis and Genetically Optimized Neural Network," IEEE Journal of Translational Engineering in Health and Medicine, vol. 7,  2019.

  2. Liaqat Ali, Ce Zhu, Noorbakhsh Amiri Golilarz, Ashir Javeed, Mingyi Zhou, Yipeng Liu, ``Reliable Parkinson's Disease Detection by Analyzing Handwritten Drawings: Construction of an Unbiased Cascaded Learning System based on Feature Selection and Adaptive Boosting Model," IEEE Access,  vol. 7, no. 1, pp. 116480 - 116489, 2019.

  3. Liaqat Ali, Ce Zhu, Mingyi Zhou, Yipeng Liu, "Early diagnosis of Parkinson's disease from multiple speech recordings by simultaneous sample and feature selection," Expert Systems with Applications, vol. 137, pp. 22 - 28, 2019.

  4. Yipeng Liu, Zhen Long, Huyan Huang, Ce Zhu, "Low CP Rank and Tucker Rank Tensor Completion for Estimating Missing Components in Image Data," IEEE Transactions on Circuits and Systems for Video Technology,  2019. DOI:  10.1109/TCSVT.2019.2901311.

  5. Mingyi Zhou, Yipeng Liu, Long Zhen, Longxi Chen, Ce Zhu, "Tensor Rank Learning in CP Decomposition via Convolutional Neural Network", Signal Processing: Image Communication, vol 73, pp. 12-21, 2019.  [codes]

  6. Yipeng Liu, Zhen Long, Ce Zhu, "Image Completion Using Low Tensor Tree Rank and Total Variation Minimization," IEEE Transactions on Multimedia, vol. 21, no. 2, pp. 338-350, 2019. [codes]

  7. Zhen Long, Yipeng Liu, Longxi Chen, Ce Zhu, "Low Rank Tensor Completion for Multiway Visual Data ," Signal Processing,  vol. 155, pp. 301 - 316, 2019.

  8. Xinyu Lin, Ce Zhu, Yipeng Liu, Qian Zhang, Robust corner detection using altitude to chord ratio accumulation," Multimedia Tools and Applications, vol. 78, no. 1, pp 177-195, 2019.

  9. Fan Huang, Mingyi Zhou, Shi-ming Wang, Jing Wu, Liaqat Ali, Yi-Hsin Weng, Yao-Liang Chen, Jiun-Jie Wang, and Yipeng Liu, "A deep learning framework with redundancy removal and its diagnostic performance of Parkinson's disease, " The 27th ISMRM Annual Meeting & Exhibition, Montréal, QC, Canada, 11-16 May 2019.

2018

  1. Yipeng Liu, Longxi Chen, Ce Zhu, "Improved Robust Tensor Principal Component Analysis via Low Rank Core Matrix," IEEE Journal of Selected Topics in Signal Processing, vol. 12, no. 6, pp. 1378 - 1389, 2018.   [codes]

  2. Fan He, Xiaolin Huang, Yipeng Liu, Ming Yan, "Fast Signal Recovery from Saturated Measurements by Linear Loss and Nonconvex Penalties," IEEE Signal Processing Letters, vol. 25, no. 9. pp. 1374 - 1378, 2018.

  3. Chao Zhang, Ce Zhu, Xun Xu, Yipeng Liu, Jimin Xiao, Tammam Tillo, "Visual aesthetic understanding: Sample-specific aesthetic classification and deep activation map visualization," Signal Processing: Image Communication, vol. 67,  pp. 12–21, 2018.

  4. Shuai Wang, Chunmei Wang, Qian Zhang, Yipeng Liu, Ce Zhu, Chang Duan, "Extended smoothlets: An efficient multi-resolution adaptive transform,"Journal of Visual Communication and Image Representation, vol. 50, pp. 178 - 185, 2018.

  5. Shan Wu, Yipeng Liu, Tengteng Liu, Fei Wen, Sayuan Liang, Xiang Zhang, Shuai Wang and Ce Zhu, "Multiple Low-Ranks plus Sparsity based Tensor Reconstruction for Dynamic MRI," The 23rd International Conference on Digital Signal Processing (DSP 2018), Shanghai, China, Nov. 19- 21, 2018.

  6. Chao Zhang, Ce Zhu, Jimin Xiao, Xun Xu, Yipeng Liu, “Image ordinal classification and understanding: grid dropout with masking label,” The 19th IEEE International Conference on Multimedia and Expo (ICME 2018), San Diego, CA, USA, Jul. 23-27, 2018.

  7. Longxi Chen, Yipeng Liu, Ce Zhu, “Robust tensor principal component analysis in all modes,” The 19th IEEE International Conference on Multimedia and Expo (ICME 2018), San Diego, CA, USA, Jul. 23-27, 2018.

  8. Sung-han Lin, Wen-Chuin Hsu, Chin-Chang Huang, Yi-Chun Chen, Yao-Liang Chen, Jur-Shan Cheng, Chih-Chien Tsai, Yipeng Liu, and Jiun-Jie Wang, "Differential Diagnosis in Alzheimer’s Disease and Mild Cognitive Impairment using Discriminant Function Analysis," ISMRM Workshop on Machine Learning,  Pacific Grove, CA, USA, March 14-17, 2018.

  9. Fan Huang , Sung-han Lin , Chin-Song Lu , Yi-Hsin Weng , Yao-Liang Chen , Shu-Hang Ng , Yi-Ming Wu , Chih-Chien Tsai , Yipeng Liu , and Jiun-Jie Wang, "Differential diagnosis in Parkinsonism using diffusion tensor as measured from multiple cortical regions," Joint Annual Meeting ISMRM-ESMRMB, Paris, France, 16-21 June 2018.

2017

  1. Yipeng Liu, Shan Wu, Xiaolin Huang, Bing Chen, Ce Zhu, "Hybrid CS-DMRI: Periodic Time-Variant Subsampling and Omnidirectional Total Variation Based Reconstruction," IEEE Transactions on Medical Imaging, vol. 36, no. 10, pp. 2148 - 2159, 2017. [codes]

  2. Sayuan Liang, Tom Dresselaers, Karim Louchami, Ce Zhu, Yipeng Liu, Uwe Himmelreich, "Comparison of different compressed sensing algorithms for low SNR 19F MRI application - imaging of transplanted pancreatic islets and cells labeled with perfluorocarbons," NMR in Biomedicine, vol. 30, no. 11, pp. e3776, 2017.  [codes]

  3. Xinyu Lin, Ce Zhu, Qian Zhang, Xiaolin Huang, Yipeng Liu, "Efficient and Robust Corner Detectors Based on Second Order Difference of Contour,"  IEEE Signal Processing Letters, vol. 24, no. 9, pp. 1393 – 1397, 2017.

  4. Xiang Zhang, Ce Zhu, Shuai Wang, Yipeng Liu, Mao Ye, “A Bayesian Approach for Camouflaged Moving Object Detection,” IEEE Transactions on Circuits and Systems for Video Technology, vol. 27, no.9, pp. 2001-2013, 2017.

  5. Xinyu Lin, Ce Zhu, Qian Zhang, Yipeng Liu, “Geometric Mesh Corner Detection Using Triangle Principle,” Electronics Letters, vol. 53, no.20, pp. 1354 – 1356, 2017.

  6. Fei Wen, Peilin Liu, Yipeng Liu, Robert Caiming Qiu, and Wenxian Yu, “Robust sparse recovery in impulsive noise via Lp-L1 optimization,” IEEE Transactions on Signal Processing, vol. 65, no. 1, pp. 105-118, 2017.

  7. Qi Guo, Ce Zhu, Zhiqiang Xia, Zhengtao Wang, Yipeng Liu, “Attribute-controlled face photo synthesis from simple line drawing, ” The 24th IEEE International Conference on Image Processing (ICIP 2017), Beijing, China, September 17-20, 2017.

  8. Zhengtao Wang, Ce Zhu, Zhiqiang Xia, Qi Guo, Yipeng Liu, “Towards thinner convolutional neural networks through gradually global pruning, ” The 24th IEEE International Conference on Image Processing (ICIP 2017), Beijing, China, September 17-20, 2017. [codes]

  9. Fangliang Song, Ce Zhu, Yuyang Liu, Yimin Zhou, and Yipeng Liu, "A new GOP level bit allocation method for HEVC rate control," The 12th IEEE International Symposium on Broadband Multimedia Systems and Broadcasting 2017 (BMSB 2017), Cagliari, Italy, June 7-9, 2017.

  10. Longxi Chen, Yipeng Liu, Ce Zhu, "Iterative block tensor singular value thresholding for extraction of low rank component of image data," The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017), New Orleans, USA, 05 March - 09 March 2017. [codes]

  11. Xinyu Lin, Ce Zhu, Qian Zhang, Mengxue Wang, Yipeng Liu, "Learning Based 3D Keypoint Detection with Local and Global Attributes in Multi-Scale Space",  The 19th International Workshop on Multimedia Signal Processing (MMSP 2017), London, UK, Oct. 16-18, 2017.

  12. Chao Zhang, Ce Zhu, Yipeng Liu, Hongdiao Wen, Zhengtao Wang, "Image ordinal estimation: classification and regression benefit each other," APSIPA ASC 2017, Kuala Lumpur, Malaysia, 12-15 Dec. 2017.

2016

  1. Xinyu Lin, Ce Zhu, Qian Zhang, Yipeng Liu, "3D Interest Point Detection Based on Geometric Measures and Sparse Refinement," The 18th International Workshop on Multimedia Signal Processing (MMSP 2016), Montreal, Canada, 21-23 September 2016.

  2. Fei Wen, Peilin Liu, Yipeng Liu, Robert C. Qiu, Wenxian Yu, "Robust sparse recovery for compressive sensing in impulsive noise using Lp-norm model fitting," The 41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), Shanghai, China, Mar. 20-25, 2016.

2015

  1. Yipeng Liu, Maarten De Vos, Sabine Van Huffel, “Compressed Sensing of Multi-Channel EEG Signals: The Simultaneous Cosparsity and Low Rank Optimization,” IEEE Transactions on Biomedical Engineering, vol. 62, no. 8, pp. 2055-2061, Aug. 2015.  [codes]

  2. Xiaolin Huang, Yipeng Liu, Lei Shi, Sabine Van Huffel, Johan Suykens, "Two-Level L1 Optimization for Compressed Sensing" Signal Processing, vol. 108, pp. 459-475, pp. 459-475, Mar. 2015.

  3. Sayuan Liang, Yipeng Liu, Tom Dresselaers,, Sabine Van Huffel, Uwe Himmelreich, “Compressed Sensing as a valuable tool for visualization of low SNR signal in 19F MRI,” The 32nd Annual Scientific Meeting of European Society for Magnetic Resonance in Medicine and Biology, Edinburgh, UK, Oct. 1-3, 2015.

  4. Sayuan Liang, Yipeng Liu, Tom Dresselaers, Karim Louchami, Sabine Van Huffel, and Uwe Himmelreich, “Comparison of different compressed sensing algorithms for low SNR 19F application --- imaging of transplanted pancreatic islets with PFCE labeled,” The 23rd ISMRM Annual Meeting and Exhibition 2015, Toronto, Canada, May 30 – June 5, 2015. (ISMRM MERIT AWARD of Magna cum laude). [codes]

  5. Hui Wang, Xiaolin Huang, Yipeng Liu, Sabine Van Huffel and Qun Wan, “Binary Reweighted l1 -norm Minimization for One-Bit Compressed Sensing,” The 8th International Joint Conference on Biomedical Engineering Systems and Technologies, Portugal, Lisbon, Jan. 12 - 15 2015.

2014

  1. Rong Fan, Qun Wan, Fei Wen, Hui Chen and Yipeng Liu, “Iterative projection approach for phase retrieval of semi-sparse wave field,” EURASIP Journal on Advances in Signal Processing, no.24, Feb. 2014.

  2. Yipeng Liu, "Globally Sparse and Locally Dense Signal Recovery for Compressed Sensing," Journal of the Franklin Institute, vol. 351, no. 5, May 2014.

  3. Yipeng Liu, Qun Wan, "Compressive Slow-Varying Wideband Power Spectrum Sensing for Cognitive Radio," Annals of Telecommunications, vol. 69, no. 9- 10, pp. 559-567, Oct. 2014.

  4. Yurrit Avonds, Yipeng Liu, and Sabine Van Huffel. "Simultaneous Greedy Analysis Pursuit for Compressive Sensing of Multi-Channel ECG Signals.", The 36th Annual International Conference of the Engineering in Medicine and Biology Society (IEEE EMBC 2014), Chicago, USA, August 26-30, 2014.

2013

  1. Yipeng Liu, Maarten De Vos, Ivan Gligorijevic, Vladimir Matic, Yuqian Li, Sabine Van Huffel, "Multi-Structural Signal Recovery for Biomedical Compressive Sensing,'' IEEE Transactions on Biomedical Engineering, vol. 60, no. 10, pp. 2794 – 2805, Oct. 2013. [codes]

  2. Fei Wen, Qun Wan, Guibo He, Peng Zhang, and Yipeng Liu, "Wideband Direction of Arrival Estimation with Linear Array: Analysis and Closed-Form Formulae." Chinese Journal of Electronics, vol. 22, no. 4, Oct. 2013.

  3. Yuqian Li, Diana M. Sima, Sofie Van Cauter, Uwe Himmelreich, Anca R. Croitor Sava, Yiming Pi, Yipeng Liu and Sabine Van Huffel,  "Unsupervised Nosologic Imaging for Glioma Diagnosis,'' IEEE Transactions on Biomedical Engineering, vol. 60, no. 6, pp. 1760-1763, Jun. 2013.

  4. Qingshan You, Qun Wan, Yipeng Liu, "A short note on Strongly Convex Programming for Exact Matrix Completion and Robust Principal Component Analysis," Inverse Problems and Imaging , vol. 7, no. 1, pp. 305-306, Feb. 2013.

2012

  1. Yipeng Liu, Qun Wan, “Sidelobe Suppression for Robust Capon Beamforming with Mainlobe to Sidelobe Power Ratio Maximization,” IEEE Antennas and Wireless Propagation Letters, vol. 11, pp. 1218-1221, Oct. 2012.

  2. Yipeng Liu, Qun Wan, “Enhanced Compressive Wideband Frequency Spectrum Sensing for Dynamic Spectrum Access,” EURASIP Journal on Advances in Signal Processing, vol. 2012, no. 177, Aug. 2012.

  3. Yipeng Liu, Qun Wan, “Sidelobe Suppression for Robust Beamformer Via the Mixed Norm Constraint,” Wireless Personal Communications, vol. 65, no. 4, pp. 825-832, April. 2012.

  4. Yipeng Liu, Ivan Gligorijevic, Vladimir Matic, Maarten De Vos, Sabine Van Huffel, “Multi-Sparse Signal Recovery for Compressive Sensing," The 34th Annual International Conference of the Engineering in Medicine and Biology Society (IEEE EMBC 2012), San Diego, USA, Aug. 28th - Sept. 1, 2012.

  5. Fei Wen, Qun Wan, Yipeng Liu, “Passive Time Delay Estimation for Complex Noncircular Signals”, International Symposium on Electronics and Telecommunications, Timisoara, Romania, Nov. 15-16. 2012.

2011

  1. Yipeng Liu, Qun Wan and Xiaoli Chu, "Power-Efficient Ultra-wideband waveform design considering radio channel," Radioengineering, vol. 20, no. 1, pp. 179-183, Apr. 2011.

  2. Yipeng Liu, Qun Wan, "Anti-Sampling-Distortion Compressive Wideband Spectrum Sensing for Cognitive Radio," International Journal of Mobile Communications, vol. 9, no. 6, pp. 604-618, 2011.

  3. Ruiming Yang, Yipeng Liu, Qun Wan, Wanlin Yang, "Compressive Direction Finding Based on Amplitude Comparison,” Journal of Networks, vol. 6, no. 3, pp. 498- 504, Mar. 2011.

  4. Yipeng Liu, Jia Xu, Qun Wan, Yingning Peng, “Minimum variance multi-frequency distortionless restriction for digital wideband beamformer,” The 2011 IEEE CIE International Conference on Radar (Radar), Chengdu, China, 24-27 Oct. 2011, pp: 353-355.

  5. Yanan Zhang, Yipeng Liu, Qun Wan, Fast Compressive Wideband Spectrum Sensing Based on Dictionary Linear Combination, 2011 7th International Conference on Wireless Communications, Networking and Mobile Computing (WiCOM 2011), Wuhan, China, 23-25 Sept. 2011.

2010

  1. Yipeng Liu, Qun Wan, “Robust Beamformer Based on Total Variation Minimization and Sparse Constraint,” Electronics Letters, vol. 46, no. 25, pp. 1697- 1699, Dec. 2010.

  2. Ruiming Yang, Qun Wan, Yipeng Liu, Wanlin Yang, "Adaptive Inter-Atom Interference Mitigation Approach to Sparse Multi-Path Channel Estimation," The 71st IEEE  Vehicular Technology Conference (VTC 2010-Spring), 16-19 May 2010, Taipei, pp. 1 – 5

  3. Ruiming, Yang, Yipeng Liu, Qun Wan, Wanlin Yang, "Direction finding via beam scanning and sparse reconstruction," The Second International Conference on Networks Security Wireless Communications and Trusted Computing (NSWCTC 2010), Wuhan, China, 24-25 April 2010, Volume 2, pp. 7 – 9

2009

  1. Yipeng Liu and Qun Wan, "Improved anti-NBI UWB waveform design based on spectral factorization," The International Conference on Communications and Mobile Computing 2009 (CMC 2009), Kuming, China, Jan. 2009.

  2. Hui Chen, Qun Wan, Yipeng Liu, Anmin Huang, "A sparse signal reconstruction perspective for direction-of-arrive estimation with a distributed polarization sensitive array,"  International Conference on Wireless Communications & Signal Processing, 2009 (WCSP 2009), Nanjing, China, 13-15 Nov. 2009, pp. 1-5

2008

  1. Yipeng Liu and Qun Wan, "Designing Optimal UWB Pulse Waveform Directly by FIR Filter," The 4th International Conference on Wireless Communications, Networking and Mobile Computing, 2008. (WiCOM '08.), Dalian, China, 12-14 Oct. 2008, pp. 1-4

  2. Yipeng Liu and Qun Wan, "Optimal anti-interference UWB waveform design based on convex optimization," The 10th National Radar Conference of China, 30 Oct. – 2 Nov. 2008, Beijing, China, pp. 481-484.


Personal Information

Master Tutor

Gender:Male

Education Level:With Certificate of Graduation for Doctorate Study

Degree:Doctoral Degree

Status:On the job

Discipline:Computer Applied Technology
Signal and Information Processing

Email:

Honors and Titles::2017年,电子科技大学教学成果一等奖。
2015年,国际医学磁共振协会优秀论文奖。
2014年,比利时弗拉芒科学基金海外会议支持奖。
2012年,比利时弗拉芒科学基金海外会议支持奖。

2017年,电子科技大学教学成果一等奖。 2015年,国际医学磁共振协会优秀论文奖。 2014年,比利时弗拉芒科学基金海外会议支持奖。 2012年,比利时弗拉芒科学基金海外会议支持奖。

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Research Focus

  • compressed sensing, low rank tensor, deep networks

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