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卢光明
2023-05-10 20:09
  • 卢光明
  • 卢光明 - 教授 博导-哈尔滨工业大学(深圳)-计算机科学与技术学院-个人资料

近期热点

资料介绍

个人简历


卢光明,哈工大深圳研究生院计算机学院副院长。2005年3月获哈尔滨工业大学计算机应用专业博士学位,2005年7月-2007年7月在清华大学信息与通讯工程博士后流动站从事博士后研究工作,2007年7月起任职于哈工大深圳研究生院,被评为副教授,2013年晋升为教授、博士生导师。2001年至2013年间,曾先后10次受邀前往香港理工大学进行访问研究。2009年被评为深圳市地方级高层次专业人才。近年来一直从事中医诊断信息化、生物特征识别、人体生物信息获取传感器、多生物特征融合技术、以及图像处理和模式识别基础理论等方面的研究。共主持或参加国家自然科学基金项目、863重点项目、粤港合作项目、深圳市科技创新项目、企业技术攻关项目等二十多项。获得包括黑龙江省自然科学一等奖、黑龙江省教育厅自然科学一等奖、香港政府颁发的最佳工业设计奖在内的多个奖项,申请国内外专利20余项,其中12项已获授权。在国内外期刊和学术会议上发表论文一百余篇,其中SCI检索论文六十余篇,出版国际学术专著2部。
教育经历:
2000-2005 获工学博士学位,哈尔滨工业大学
1998-2000 获工学硕士学位,哈尔滨工业大学
1994-1998 获工学学士学位,哈尔滨工业大学
研究与工作经历:
2013- 现在 教授,博士生导师,哈工大深圳研究生院计算机科学与技术学院
2007-2013 副教授,哈工大深圳研究生院计算机科学与技术学院
2005-2007 博士后,清华大学
2002-2004 访问学者,香港理工大学
2003-2007 讲师,哈尔滨工业大学计算机科学与技术学院

研究领域


计算机视觉,机器学习,模式识别,医学图像/信号处理""

近期论文


David Zhang, Guangming Lu*, Lei Zhang, Advanced Biometrics, Springer, ISBN: 978-3-319-61544-8, 335pp, 2017.
David Zhang, Guangming Lu, 3D Biometrics: Systems and Applications, Springer, ISBN: 978-1-4614-7399-2, 290pp, 2013.
Yao Lu, Zheng Zhang, Guangming Lu*, Yicong Zhou, Jinxing Li, David Zhang, Addi-Reg: A Better Generalization-Optimization Trade-off Regularization Method for Convolutional Neural Networks, IEEE Transactions on Cybernetics, 2021.2.17, accepted
Jinxing Li, Xiaobao Guo, Guangming Lu, Bob Zhang, Yong Xu, Feng Wu, David Zhang, DRPL: Deep Regression Pair Learning for Multi-Focus Image Fusion, IEEE Transactions on Image Processing, 2020, 4816-4831, DOI: 10.1109/TIP.2020.2976190.
Yao Lu, Guangming Lu*, Jinxing Li, Yuanrong Xu, David Zhang, Multi-Scale Conditional Regularization for Convolutional Neural Networks, IEEE Transactions on Cybernetics, 2020, DOI: 10.1109/TCYB.2020.2979968.
Zheng Zhang, Xiaofeng Zhu, Guangming Lu*, Yudong Zhang, Probability Ordinal-preserving Semantic Hashing for Large-Scale Image Retrieval, Transactions on Knowledge Discovery from Data, 2020.8.16, accepted
Yingjian Li, Guangming Lu*, Jingxing Li, David Zhang, Facial Expression Recognition in the Wild Using Multi-level Features and Attention Mechanisms. IEEE Transactions on Affective Computing. 2019.6.18-2020.10.13, DOI: 10.1109/TAFFC.2020.3031602
Zheng Zhang, Fumin Shen, Hengtao Shen, Guangming Lu*, Inductive Structure Consistent Hashing via Flexible Semantic Calibration, IEEE Transactions on Neural Networks and Learning Systems, 2020, accepted.
Yao Lu, Guangming Lu*, Jinxing Li, Fully Shared Convolutional Networks, Neural Networks, Neural Computing and Applications, 2020, DOI: 10.1007/s00521-020-05618-8, 4.774
Yao Lu, Guangming Lu*, Yicong Zhou, Jinxing Li, Yuanrong Xu, David Zhang, Highly Shared Convolutional Networks, submitted to Expert Systems with Applications, 2021.2.23, accepted
Zizhu Fan, Hong Zhang, Zheng Zhang, Guangming Lu, Yudong Zhang, A Survey of Crowed Counting and Density Estimation based on Convolutional Neural Network, Neurocomputing, 2021, accepted
Guimin Hu, Guangming Lu, Yi Zhao, FSS-GCN: A Graph Convolutional Network with Fusion of Semantic and Structure for Emotion Cause Analysis, Knowledge-Based Systems, 2020, accepted
Weinong Wang,Wenjie Pei,Qiong Cao,Shu Liu, Guangming Lu,Yu-Wing Tai, Push for Center Learning via Orthogonalization and Subspace Masking for Person Re-Identification, IEEE Transactions on Image Processing, 2020, DOI: 10.1109/TIP.2020.3036720
Jinxing Li, Bob Zhang, Guangming Lu, Yong Xu, Feng Wu, David Zhang, Harmonization Shared Auto-Encoder Gaussian Process Latent Variable Model with Relaxed Hamming Distance, IEEE Transactions on Neural Networks and Learning Systems, 2020, accepted.
Jinxing Li, Zhaoqun Li, Guangming Lu*, Yong Xu, Bob Zhang, David Zhang, Asymmetric Gaussian Process Multi-view Learning for Visual Classification, Information Fusion, 2020, https://doi.org/10.1016/j.inffus.2020.08.020.
Mixiao Hou, Jinxing Li, Guangming Lu*, A Supervised Non-Negative Matrix Factorization Model for Speech Emotion Recognition, Speech Communication, 2020, DOI: 10.1016/j.specom.2020.08.002
Jinxing Li, Mu Li, Guangming Lu, Bob Zhang, Hongpeng Yin, David Zhang, Similarity and Diversity Induced Paired Projection for Cross-modal Retrieval, Information Sciences, 2020, 539: 215–228
Yao Lu, Guangming Lu*, Rui Lin, Jinxing Li, David Zhang, SRGC-Nets: Sparse Repeated Group Convolutional Neural Networks, IEEE Transactions on Neural Networks and Learning Systems, 2019, DOI: 10.1109/TNNLS.2019.2933665.
Jinxing Li, Bob Zhang, Guangming Lu, Jane You, Yong Xu, Feng Wu, David Zhang, Relaxed Asymmetric Deep Hashing Learning: Point-to-Angle Matching, IEEE Transactions on Neural Networks and Learning Systems, 2019, DOI: 10.1109/TNNLS.2019.2958061.
Yuanrong Xu, Yao Lu, Guangming Lu*, David Zhang, Fast Pore Comparison for High Resolution Fingerprint Images Based on Multiple Co-occurrence Descriptors and Local Topology Similarities, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2019, DOI: 10.1109/TSMC.2019.2957411.
Bingzhi Chen, Jinxing Li, Guangming Lu*, David Zhang, Label Co-occurrence Learning with Graph Convolutional Networks for Multi-label Chest X-ray Image Classification, IEEE Journal of Biomedical and Health Informatics, 2020, DOI: 10.1109/JBHI.2020.2967084.
Bingzhi Chen, Zheng Zhang, Jianyong Lin, Yi Chen, Guangming Lu*, Two-Stream Collaborative Network for Multi-label Chest X-ray Image Classification based on Lung Segmentation, Pattern Recognition Letters, 2020, 135:221-227.
Zhixing Jiang, Jin Zang, Guangming Lu, David Zhang, Features Fusion of Multichannel Wrist Pulse Signals Based on Karhunen-Loeve Multiple Generalized Discriminative Canonical Correlation Analysis, Biomedical Signal Processing and Control, 2019, DOI: 10.1016/j.bspc.2019.101751.
Bingzhi Chen, Jinxing Li, Guangming Lu*, David Zhang, Lesion Location Attention Guided Network for Multi-label Thoracic Disease Classification in Chest X-rays, IEEE Journal of Biomedical and Health Informatics, 2019.4.22, R1: 2019-7-15, R2: 2019-9-26, 2019-11-3, DOI: 10.1109/JBHI.2019.2952597.
Yao Lu, Guangming Lu*, Yuanrong Xu, High Parameters’ Efficiency Convolutional Neural Networks, Neural Computing and Applications, 2019, DOI: 10.1007/s00521-019-04596-w, 1-12.
Yuanrong Xu, Guangming Lu*, Yao Lu, David Zhang, High Resolution Fingerprint Recognition Using Pore-Edge Descriptors, Pattern Recognition Letters, 2019, DOI: 10.1016/j.patrec.2019.08.006.
Jinxing Li, Bob Zhang, Guangming Lu, David Zhang, Dual Asymmetric Deep Hashing Learning, IEEE Access, 2019, 4: 1-13. DOI: 10.1109/ACCESS.2019.2927524.
Jinxing Li, Guangming Lu, Bob Zhang, Jane You, David Zhang, Shared Linear Encoder Based Multi-Kernel Gaussian Process Latent Variable Model for Visual Classification, IEEE Transactions on Cybernetics, 2019, 99: 1-14, DOI: 10.1109/TCYB.2019.2915789.
Bingzhi Chen, Jinxing Li, Xiaobao Guo, Guangming Lu*, DualCheXNet: Dual Asymmetric Feature Learning for Thoracic Disease Classification in Chest X-rays, submitted to Biomedical Signal Processing and Control, 2019, 53 (101554), https://doi.org/10.1016/j.bspc.2019.04.031.
Yao Lu, Guangming Lu*, Yuanrong Xu, Weighted Channel-Wise Decomposed Convolutional Neural Networks, Neural Processing Letters, 2019, https://doi.org/10.1007/s11063-019-10032-w.
Xu Liang, David Zhang, Guangming Lu, Zhenhua Guo, A Novel Multicamera System for High-Speed Touchless Palm Recognition, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2019, PP(99): 1-15.
Zhixing Jiang, David Zhang, Guangming Lu, A Robust Wrist Pulse Acquisition System Based on Multisensor Collaboration and Signal Quality Assessment, IEEE Transactions on Instrumentation & Measurement, 2019, PP(99): 1-10.
Jinxing Li, Bob Zhang, Guangming Lu, David Zhang, Generative Multi-view and Multi-feature Learning for Classification, Information Fusion, 10.1016/j.inffus.2018.02.005, 2019.
Lunke Fei, Guangming Lu, Wei Jia, Shaohua Teng, David Zhang, Feature Extraction and Matching of Palmprint Image: A Survey, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 49(2), 346-363, 2019.
Yuanrong Xu, Guangming Lu*, Yao Lu, Feng Liu, David Zhang, Fingerprint Pore Matching Using Local Features and Spatial Relations, IEEE Transactions on Circuits and Systems for Video Technology, 2018, doi: 10.1109/TCSVT.2018.2875417.
Lunke Fei, Guangming Lu, Complete Binary Representation for 3D Palmprint Recognition, IEEE Transactions on Instrumentation & Measurement, 2018, (99):1-11, DOI: 10.1109/TIM.2018.2830858.
Kebin Wu, David Zhang, Guangming Lu, Zhenhua Guo, Learning Acoustic Features to Detect Parkinson's Disease, Neurocomputing, 2018, 318: 102-108.
Kebin Wu, David Zhang, Guangming Lu, Zhenhua Guo, Influence of Sampling Rate on Voice Analysis for the Detection of Parkinson's Disease, Journal of the Acoustical Society of America, 2018: 1416-1423
Kebin Wu, David Zhang, Guangming Lu, Zhenhua Guo, Joint Learning for Voice Based Disease Detection, Pattern Recognition, 2018, DOI: 10.1016/j.patcog.2018.09.013.
Ai Sun, Yingjian Li, Yueh-Min Huang, Qiong Li, Guangming Lu, Facial Expression Recognition Using Optimized Active Regions, Human-centric Computing and Information Sciences, 2018.9.28.
Jinxing Li, Bob Zhang, Guangming Lu, David Zhang, Body Surface Feature-based Multi-modal Learning for Diabetes Mellitus Detection, Information Sciences, 2019, 472: 1-14.
Jinxing Li, Bob Zhang, Guangming Lu, David Zhang, Visual Classification with Multi-Kernel Shared Gaussian Process Latent Variable Model, IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2018.2831457, 2018: 1-14.
Zhixing Jiang, David Zhang, Guangming Lu*, Conflict of interest-Radial Artery Pulse Waveform Analysis based on Curve Fitting using Discrete Fourier Series, Computer Methods and Programs in Biomedicine, https://doi.org/10.1016/j.cmpb.2018.04.019, 2018.
Guangming Lu*, Yuanrong Xu, A Fast Pores Matching Method Based on Deterministic Annealing Algorithm, IET Image Processing, DOI: 10.1049/iet-ipr.2017.0138, 2017, 11 (11), 1034-1040.
Kebin Wu, David Zhang, Guangming Lu, GMAT: Glottal closure instants detection based on the Multiresolution Absolute TKEO, Digital Signal Processing, 2017, 69: 286-299.
Bob Zhang, Xihua Xiao, Guangming Lu, Facial Beauty Analysis Based on Features Prediction and Beautification Models, Pattern Analysis and Applications, 2017: 1-14. Dimin Wang, David
Dimin Wang, D. Zhang, Guangming Lu, Generalized Feature Extraction for Wrist Pulse Analysis: from 1-D Time Series to 2-D Matrix, IEEE Journal of Biomedical and Health Informatics, 2017, 21(4): 978-985.
Zuofeng Zhong, Bob Zhang, Guangming Lu, Yong Zhao, Yong Xu, An Adaptive Background Modeling Method for Foreground Segmentation, IEEE Transactions on Intelligent Transportation Systems. doi:10.1109/TITS.2016.2597441, 2017, 18(5): 1109-1121.
Kebin Wu, David Zhang, Guangming Lu, iPEEH: Improving Pitch Estimation by Enhancing Harmonics, Expert Systems With Applications, 2016, 64: 317-329.
Yahui Liu, Bob Zhang, Guangming Lu, David Zhang, Online 3D Ear Recognition by Combing Global and Local Features, PLOS ONE, 2016: 1-19
Xiaofeng Qu, David Zhang, Guangming Lu, A Novel Line-Scan Palmprint Acquisition System, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2016.01, 46(11): 1481-1491.
Xiaofeng Qu, David Zhang, Guangming Lu, Zhenhua Guo, Door Knob Hand Recognition System, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2016.03: 47 (11), 2870-2881
Yong Xu, Zheng Zhang, Guangming Lu, Jian Yang, Approximately Symmetrical Face Images for Image Preprocessing in Face Recognition and Sparse Representation based Classification, Pattern Recognition, 2016.06, 54: 68-82
Dimin Wang, D. Zhang, Guangming Lu, A robust signal preprocessing framework for wrist pulse analysis, Biomedical Signal Processing and Control, 2016.01, 23: 62-75
Dimin Wang, David Zhang, and Guangming Lu, An Optimal Pulse System Design by Multi-channel Sensors Fusion, IEEE Journal of Biomedical and Health Informatics, 2016.03, 99: 1-9.
Yahui Liu, Guangming Lu, David Zhang, An Effective 3D Ear Acquisition System, PLOS ONE, 2015.06: 1-14, DOI:10.1371/journal.pone.0129439.
David ng, Dimin Wang, and Guangming Lu, A Novel Multi-channel Wrist Pulse System with Different Sensor Arrays, IEEE Transactions on Instrumentation & Measurement, 2015.06, 64(7): 2020-2034.
Ke Yan, David Zhang, Darong Wu, Hua Wei, Guangming Lu, Design of a Breath Analysis System for Diabetes Screening and Blood Glucose Level Prediction, IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2014, 61(11): 2787-2795.
Dongmin Guo, David Zhang, Lei Zhang, Guangming Lu, Non-invasive blood glucose monitoring for diabetics by means of breath signal analysis, Sensors and Actuators B: Chemical, 2012, 173: 106-113.
F. Liu, D. Zhang, C. Song, and Guangming Lu, Touchless Multi-view Fingerprint Acquisition and Mosaicking, IEEE Trans. on Instrumentation and Measurement, 2013, 62(9): 2492-2502.
Wei Li, David Zhang, Guangming Lu, Nan Luo, A Novel 3D Palmprint Acquisition System, Bulletin of Advanced Technology Research, 2012, 6(2): 2-10.
Wei Li, David Zhang, Lei Zhang, Guangming Lu, and Jingqi Yan, 3-D Palmprint Recognition with Joint Line and Orientation Features, IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS—PART C: Applications and Reviews, 2011, 41(2): 274-279.
Li Wei, Zhang David, Lu Guangming, Luo Nan. A Novel 3-D Palmprint Acquisition System. IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans. 2011, 99: 1-10.
David Zhang, Zhenhua Guo, Guangming Lu, Lei Zhang, Yahui Liu, and Wangmeng Zuo, Online Joint Palmprint and Palmvein Verification, Expert Systems with Applications, 2011, 38(3): 2621-2631.
Wei Li, David Zhang, Lei Zhang, Guangming Lu, and Jingqi Yan, Three Dimensional Palmprint Recognition with Joint Line and Orientation Features, Bulletin of Advanced Technology Research, 2011, 5(11): 62-68.
David Zhang, Feng Liu, Qijun Zhao, Guangming Lu, and Nan Luo, Selecting a Reference High Resolution for Fingerprint Recognition Using Minutiae and Pores, IEEE Transactions on Instrumentation and Measurement, 2011, 60(3): 863-871.
Zhenhua Guo, David Zhang, Lei Zhang, Wangmeng Zuo, Guangming Lu, Empirical study of light source selection for palmprint recognition, Pattern Recognition Letters, 2011, 32(2): 120-126.
David Zhang, Zhenhuaguo Guo, Guangming Lu, Lei Zhang, and Wangmeng Zuo, An Online System of Multi-spectral Palmprint Verification, IEEE Transactions on Instrumentation & Measurement. 2010, 59(2): 480-490.
David Zhang, Guangming Lu, Wei Li, Lei Zhang, and Nan Luo, “Palmprint Recognition using 3D Information,” IEEE Trans. System, Man and Cybernetics, Part C, 2009, 39(5): 505-519.
Adams Kong, David Zhang and Guangming Lu, A study of identical twins' palmprints for personal verification, Pattern Recognition, 2006, 39(11): 2149-2156.
David Zhang, Guangming Lu, W.K. Kong, and Michael Wong. Online Palmprint Authentication System for Civil Applications. Journal of Computer Science and Technology. 2005, 20(1): 70-76.
会议论文
Fanxu Meng, Hao Cheng, Ke Li, Huixiang Luo, Guangming Lu*, Xing Sun, Semi-Structure Pruning for Convolutional Neural Networks, NeurIPS 2020, #549 (CCF A)
Fanxu Meng, Hao Cheng, Ke Li, Zhixin Xu, Rongrong Ji, Xing Sun, Guangming Lu*, Filter Grafting for Deep Neural Networks, CVPR 2020,DOI: 10.1109/CVPR42600.2020.00663 (CCF A)
Yao Lu, Guangming Lu*, Yuanrong Xu, Bob Zhang, Super Sparse Convolutional Neural Networks, AAAI-#2071, 2019, 33: 4440–4447 (CCF A)
Yao Lu, Guangming Lu*, Yuanrong Xu, Bob Zhang, AAR-CNNs: Auto Adaptive Regularized Convolutional Neural Networks, IJCAI, 2018 (#1389): 2511-2517 (CCF A)
Jinxing Li, Bob Zhang, Guangming Lu, David Zhang, Shared Linear Encoder-based Gaussian Process Latent Variable Model for Visual Classification, ACM MM 2018, 2018 (#72): DOI: 10.1145/3240508.3240520 (CCF A)
Wei Li, Lei Zhang, David Zhang, Guangming Lu and Jingqi Yan, Efficient Joint 2D and 3D Palmprint Matching with Alignment Refinement, CVPR, 2010: 795-801 (CCF A)
Qi Cao, Mixiao Hou, Bingzhi Chen, Guangming Lu*, Hierarchical Network Based on the Fusion of Static and Dynamic Features for Speech Emotion Recognition, ICASSP 2021, accepted (CCF B)
Xiaobao Guo, Guangming Lu*, Jinxing Li, MASK-MOST NET: MASK APPROXIMATION BASED MULTI-ORIENTED SCENE TEXT DETECTION NETWORK, ICME 2019, 2019: 206-211 (CCF B)
Yingjian Li, Yao Lu, Jingxing Li, Guangming Lu*, Separate Loss for Basic and Compound Facial Expression Recognition in the Wild, ACML 2019, 2019: 897-911. (CCF C)
Zuolin Shen, Yuanrong Xu, Jinxing Li, Guangming Lu*, Stable Pore Detection for High-Resolution Fingerprint Based on A CNN Detector, ICIP 2019, 2019 (CCF C)

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