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个人简介

主要经历 1989年获比利时列日大学应用科学博士学位 1989年至1993年先后为荷兰德尔夫特大学博士后及研究人员 1993年到中国北京清华大学电子工程系工作至今 1994年至2003年任图象图形研究所副所长 1997年起聘为教授 1998年起成为博士生导师 2003年学术休假年期间同时被聘为新加坡南洋理工大学访问教授 2014年起为教学科研系列长聘教授 2014年至2020年任信息认知与智能系统研究所所长 2020年至2022年任清华大学教学顾问组成员 2021年至2023年任清华大学研究生课程专家组成员 学术兼职 现为中国图象图形学学会(CSIG)会士,名誉监事长; 国际光学工程学会(SPIE)会士(因在图象工程方面的成就); 《中国图象图形学报》资深编委,《电子与信息学报》,《计算机辅助设计与图形学学报》,《信号处理》和《电子科学学刊(英文)》编委; 图象图形科学丛书编委会副主任委员。曾任Associate editor of "Pattern Recognition Letters", "International Journal of Image and Graphics", "Optical Engineering"。 曾任第二十四届国际图象处理学术会议(ICIP'2017)程序委员会主席; 第一届、第二届、第四届、第五届、第六届、第七届和第八届国际图象图形学学术会议(ICIG'2000,ICIG'2002,ICIG'2007,ICIG'2009,ICIG'2011,ICIG'2013,ICIG'2015)程序委员会主席; 第十二届、第十三届、第十四届、第十五届、第十六届、第十七届、第十八届和第十九届全国图象图形学学术会议(NCIG'2005,NCIG'2006,NCIG'2008,NCIG'2010,NCIG'2012,NCIG'2014,NCIG'2016,NCIG'2018)程序委员会主席。 第八届国际多媒体会议 (ISM 2006)程序委员会副主席。

研究领域

主要科学研究领域为其积极倡导的图象工程(图象处理、图象分析、图象理解及其技术应用)和相关学科。

近期论文

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Sun L, Wang ZG, Zhang Y-J, Wang GJ. “A feature-trajectory-smoothed high speed Model for Video anomaly detection”. Sensors, 23(3): 1612, 2023. (DOI: 10.3390/s23031612). Daneshvar E, Tehran M A, Zhang Y-J. “Hybrid camouflage pattern generation using neural style transfer method”. Color Res Appl: 1-14, 2021. Wang Z G, Yang Z L, Zhang Y-J, Su N, Wang G J. “Ts-Unet: A temporal smoothed Unet for video anomaly detection”. Proceedings of the 11th International Conference on Image and Graphics (LNCS 11890), 789-798, 2021. Wang Z G, Zhang Y-J, Wang G J, Xie P W. “Master-auxiliary aggregation strategy for video anomaly detection”. IEEE Signal Processing Letters, 28(9): 1794-1798, 2021. Wang Z G, Yang Z L, Zhang Y-J. “A promotion method for generation error-based video anomaly detection”. Pattern Recognition Letters, 140: 88-94, 2020. Yang Z L, Huang Y F, Zhang Y-J. “TS-CSW: Text steganalysis and hidden capacity estimation based on convolutional sliding windows”. Multimedia Tools and Applications, 79(25-26): 18293-18316, 2020. Li W T, Feng X D, An H T, Ng S, Zhang Y-J. “MRI Reconstruction with Interpretable PixelWise Operations Using Reinforcement Learning”. Proceeding of AAAI (the Association for the Advance of Artificial Intelligence), 34(1): 792~799, 2020. Yang Z L, Hu Y T, Huang Y F, Zhang Y-J. “Behavioral Security in Covert Communication Systems”. Proceedings of the 18th International Workshop on Digital Forensics and Watermarking, (LNCS 12022), 377-392, 2020. Yang Z L, Wei N, Liu Q H, Huang Y F, Zhang Y-J. “GAN-TStega: Text Steganography Based on Generative Adversarial Networks”. Proceedings of the 18th International Workshop on Digital Forensics and Watermarking, (LNCS 12022), 18-31, 2020. Huang X M, Zheng Y, Huang J Z, Zhang Y-J. “50 FPS Object-Level Saliency Detection via Maximally Stable Region”. IEEE Transactions on Image Processing, 29: 1384-1396, 2020. Yang Z L, Wang K, Li J, Huang Y F, Zhang Y-J. “TS-RNN: Text steganalysis based on recurrent neural network”. IEEE Signal Processing Letters, 26(12): 1743-1747, 2019. Li W T, Xu X Y, Zhang Y-J. “Temporal Feature Correlation for Human Pose Estimation in Videos”. Proceedings of the 26th International Conference on Image Processing, 599-603, 2019. An H T, Zhang Y-J. “A Structural Oriented Training Method For GAN Based Fast Compressed Sensing MRI”. IEEE Transactions on Information Forensics and Security, 14(5), 1280-1295, 2019. Yang Z L, Guo X Q, Chen Z M, Huang Y F, Zhang Y-J. “RNN-Stega: Linguistic Steganography Based on Recurrent Neural Networks”. Proceedings of the 26th International Conference on Image Processing, 599-603, 2019. Yang Z L, Huang Y F, Zhang Y-J. “A Fast and Efficient Text Steganalysis Method”. IEEE Signal Processing Letters, 26(4): 627-631, 2019. Zhang Y-J. “An Overview of Image Engineering in Recent Years”. Proceedings of the 2018 IEEE International Conference on Computational Science and Engineering, 119-122, 2018. Liu C Y, Xu X Y, Zhang Y-J. “Temporal Attention Network for Action Proposal”. Proceedings of the 25th International Conference on Image Processing, 2281-2285, 2018. Yang Z L, Zhang P Y, Jiang M Y, Huang Y F, Zhang Y-J. “RITS: Real-Time Interactive Text Steganography Based on Automatic Dialogue Model”. Proceedings of the 4th International Conference on Cloud Computing and Security (ICCCS2018), 253-264, 2018. Xu X Y, Sun D Q, Liu S F, Ren W Q, Zhang Y-J, Yang M H, Su J. “Rendering Portraitures from Monocular Camera and Beyond”. European Conference on Computer Vision (ECCV), P-3A-26 (1~16), 2018. Huang X M, Zheng Y, Huang J Z, Zhang Y-J. “A Minimum Barrier Distance Based Saliency Box for Object Proposals Generation”. IEEE Signal Processing Letters, 25(8): 1126-1130, 2018. Li X, Shen B, Liu B D, Zhang Y-J. “Ranking-Preserving Low-Rank Factorization for Image Annotation with Missing Labels”. IEEE Transactions on Multimedia, 20(5): 1169-1178, 2018. Yang Z L, Huang Y F, Jiang Y R, Sun Y X, Zhang Y-J, Luo P C. “Clinical Assistant Diagnosis for Electronic Medical Record Based on Convolutional Neural Network”. Scientific Reports, (8): #6329, 2018. Yuan J, Zhang Y-J, Yang D-H. “Sparse and Low-Rank Abundance Estimation with Structural Information”. Journal of Infrared and Millimeter Waves, 37(2): 144-153, 2018. Xu X Y, Pan J S, Zhang Y-J, Yang M H. “Motion Blur Kernel Estimation via Deep Learning”. IEEE Transactions on Image Processing, 27(1): 194-205, 2018. Huang X M, Zhang Y-J. “Water Flow Driven Salient Object Detection at 180 fps”. Pattern Recognition, 76: 95-107, 2018. Zhang Y-J. “The Understanding of Spatial-Temporal Behaviors”. Encyclopedia of Information Science and Technology, 4th Edition, Chapter 115 (1344-1354), 2018. Zhang Y-J. “Development of Image Engineering in the Last 20 Years”. Encyclopedia of Information Science and Technology, 4th Edition, Chapter 113 (1319-1330), 2018. Zhang Y-J. “A Critical Overview of Image Segmentation Techniques Based on Transition Region”. Encyclopedia of Information Science and Technology, 4th Edition, Chapter 112 (1308-1318), 2018. Yang Z L, Zhang Y-J, Rehman S U, Huang Y F. “Image Captioning with Object Detection and Localization”. Proceedings of 9th International Conference on Image and Graphics (LNCS 10667), 109-118, 2017. Xu X Y, Sun D Q, Pan J S, Zhang Y-J, Pfister H, Yang M-H. “Learning to Super-Resolve Blurry Face and Text Images”. Proceedings of the International Conference on Computer Vision, 251-260, 2017. Fang M Y, Zhang Y-J. “Query Adaptive Fusion For Graph Based Visual Reranking”. IEEE Journal of Selected Topics in Signal Processing, 11(6): 908-917, 2017. Huang X M, Zhang Y-J. “300-FPS Salient Object Detection via Minimum Directional Contrast”. IEEE Transactions on Image Processing, 26(9): 4243-4254, 2017. Chen Q Q, Zhang Y-J. “Sequential Segment Networks for Action Recognition”. IEEE Signal Processing Letters, 24(5): 712-716, 2017. Fang M Y, Zhang Y-J, Li X, Liu B D. "Normalized Similarity Measurement and Query Adaptive Fusion for Graph Based Visual Reranking." Proceedings of the 13th IEEE International Conference on Signal Processing, 607-612, 2016. Chen Q Q, Liu F, Li X, Liu B D, Zhang Y-J. "Saliency-context Two-Stream Convnets for Action Recognition." Proceedings of the 23rd International Conference on Image Processing, 3076-3080, 2016. Zhou D, Li X, Zhang Y-J. "A Novel CNN-based Match Kernel for Image Retrieval." Proceedings of the 23rd International Conference on Image Processing, 2045-2049, 2016. Zheng Y, Zhang Y-J, Larochelle H. "A Deep and Autoregressive Approach for Topic Modeling of Multimodal Data." IEEE Transactions on Pattern Analysis and Machine Intelligence, 38(6): 1056-1069, 2016 Huang X M, Zhang Y-J. "An O(1) Disparity Refinement Method for Stereo Matching." Pattern Recognition, 55: 198-206, 2016 Li X, Shen B, Liu B D, Zhang Y-J. "A Locality Sensitive Low-Rank Model for Image Tag Completion." IEEE Transactions on Multimedia, 18(3): 474-483, 2016 Liu B D, Wang Y X, Shen B, Li X, Zhang Y-J, Wang Y J. "Blockwise Coordinate Descent Schemes for Efficient and Effective Dictionary Learning." Neurocomputing, 178: 25-35, 2016 Li X, Zhang Y-J, Shen B, Liu B D. "Low-rank Image Tag Completion with Dual Reconstruction Structure Preserved." Neurocomputing, 173: 425-433, 2016 Chen Q Q, Zhang Y-J. "Cluster Trees of Improved Trajectories for Action Recognition." Neurocomputing, 173: 364-372, 2016 Zheng Y, Shen B, Yang, X F, Ma W L, Liu B D, Zhang Y-J. "A Locality Preserving Approach for Kernel PCA." Proceedings of the 8th International Conference on Image and Graphics (LNCS 9217), 121-135, 2015 Zheng Y, Zemel R S, Zhang Y-J, Larochelle H. "A Neural Autoregressive Approach to Attention-based Recognition." International Journal of Computer Vision, 113(1): 67-79, 2015 Zhang Y-J. "Statistics on Image Engineering Literatures." Encyclopedia of Information Science and Technology, 3rd Edition, Chapter 595 (6030-6040), 2015 Zhang Y-J. "Image Fusion Techniques with Multiple-Sensors." Encyclopedia of Information Science and Technology, 3rd Edition, Chapter 586 (5926-5936), 2015 Zhang Y-J. "Half Century for Image Segmentation." Encyclopedia of Information Science and Technology, 3rd Edition, Chapter 584 (5906-5915), 2015 Zhang Y-J. "A Review of Image Segmentation Evaluation in the 21st Century." Encyclopedia of Information Science and Technology, 3rd Edition, Chapter 579 (5857-5867), 2015 Zhang Y-J. "A Hierarchical Organization of Home Video." Encyclopedia of Information Science and Technology, 3rd Edition, Chapter 210 (2168-2177), 2015 Zhang Y-J. "An Overview for Non-Negative Matrix Factorization." Encyclopedia of Information Science and Technology, 3rd Edition, Chapter 156 (1631-1641), 2015 Zhang Y-J. "Up-to-Date Summary of Semantic-Based Visual Information Retrieval." Encyclopedia of Information Science and Technology, 3rd Edition, Chapter 123 (1294-1303), 2015 Zhang Y-J. "Image Inpainting as an Evolving Topic in Image Engineering." Encyclopedia of Information Science and Technology, 3rd Edition, Chapter 122 (1283-1293), 2015 Zhang Y-J. "Advances in Emotional Picture Classification." Encyclopedia of Information Science and Technology, 3rd Edition, Chapter 48 (501-511), 2015 Zhang Y-J. "A Comprehensive Survey on Face Image Analysis." Encyclopedia of Information Science and Technology, 3rd Edition, Chapter 47 (491-500), 2015 Zhang Y-J. "Machine Learning for Image Classification." Encyclopedia of Information Science and Technology, 3rd Edition, Chapter 21 (215-226), 2015 Bu S S, Zhang Y-J. "Image Retrieval with Hierarchical Matching Pursuit." Proceedings of the 21st International Conference on Image Processing, 3067-3071, 2014 Li X, Zhang Y-J, Shen B, Liu B D. "Image Tag Completion by Low-Rank Factorization with Dual Reconstruction Structure Preserved." Proceedings of the 21st International Conference on Image Processing, 3062-3066, 2014 Liu B D, Wang Y X, Shen B, Zhang Y-J, Hebert M. "Self-Explanatory Sparse Representation for Image Classification." ECCV, Part II, LNCS 8690: 600–616, 2014 Zheng Y, Zhang Y-J, Larochelle H. "Topic modeling of multimodal data: an autoregressive approach." Proceedings of International Conference on Computer Vision and Pattern Recognition, 1370-1377, 2014 Tan H C, Cheng B, Wang W H, Zhang Y-J, Ran B "Tensor completion via a multi-linear low-n-rank factorization model." Neurocomputing, 133: 161-169, 2014 Liu B D, Wang Y X, Shen B, Zhang Y-J, Wang Y J. "Blockwise Coordinate Descent Schemes for Sparse Representation." Proceedings of the 39th International Conference on Acoustics, Speech, and Signal Processing, 5304-5308, 2014 Tan H C, Cheng B, Feng J S, Feng G D, Wang W H, Zhang Y-J. "Low-n-rank tensor recovery based on multi-linear augmented Lagrange multiplier method." Neurocomputing, 119: 144-152, 2013. Tang J H, Bian W, Yu N H, Zhang Y-J. "Intelligent processing techniques for semantic-based image and video retrieval (Editorial)." Neurocomputing, 119: 1-2, 2013. Bao-Di Liu, Yu-Xiong Wang, Shen B, Zhang Y-J, Wang Y L, Liu W F. "Self-explanatory Convex Sparse Representation for Image classification." Proceedings of International Conference on Systems, Man, and Cybernetics, 2120-2125, 2013. Bao-Di Liu, Yu-Xiong Wang, Zhang Y-J, Bin Shen. "Learning dictionary on manifolds for image classification." Pattern Recognition, 46(7): 1879-1890, 2013. You Q H Z, Zhang Y-J. "A new training principle for stacked denoising autoencoders." Proceedings of the 7th International Conference on Image and Graphics, 384-389, 2013. Wang Y X, Zhang Y-J. "Non-negative Matrix Factorization: A Comprehensive Review." IEEE Transactions on Knowledge and Data Engineering, 25(6): 1336-1353, 2013. Zheng Y, Zhang Y-J, Li X, Liu B D. "Action Recognition in Still Images Using A Combination of Human Pose and Context Information." Proceedings of the 19th International Conference on Image Processing, 785-788, 2012. Wang Y X, Gui L Y, Zhang Y-J. "Image Inpainting via Weighted Sparse Non-Negative Matrix Factorization." Proceedings of the 37th International Conference on Acoustics, Speech, and Signal Processing, 3389-3392, 2012. Liu B D, Wang Y X, Zhang Y-J, Zheng Y. "Discriminant Sparse Coding for Image Classification." Proceedings of the 37th International Conference on Acoustics, Speech, and Signal Processing, 2193-2196, 2012. Xue J H, Zhang Y-J. "Ridler and Calvard’s, Kittler and Illingworth’s and Otsu’s Methods for Image Thresholding." Pattern Recognition Letters, 32(6): 793-797, 2012. Wang Y X, Zhang Y-J. "Image Inpainting via Weighted Sparse Non-Negative Matrix Factorization." Proceedings of the 18th International Conference on Image Processing, 3470-3473, 2011. Tang D, Zhang Y-J. "Combining Mean-shift and Particle Filter for Object Tracking." Proceedings of the 6th International Conference on Image and Graphics, 771-776, 2011. Xue F, Zhang Y-J. "Image Class Segmentation via Conditional Random Field over Weighted Histogram Classifier." Proceedings of the 6th International Conference on Image and Graphics, 477-481, 2011. Li X, Zhang Y-J, Liu B D. "Robust MovingCast Shadow Detection and Removal with Reliability Checking of the Color Property." Proceedings of the 6th International Conference on Image and Graphics, 440-445, 2011. Zhu Y F, Torre F, Cohn J F, Zhang Y-J. "Dynamic Cascades with Bidirectional Bootstrapping for Action Unit Detection in Spontaneous Facial Behavior." IEEE Transactions on Affective Computing, 2(2): 79-91, 2011. Zhang Y-J. "A Net Courseware for 'Image Processing'." Proceedings of The Sixth International Multi-Conference on Computing in the Global Information Technology, pp.143-147, 2011. Li S, Zhang Y-J. "Semi-supervised Classification of Emotional Pictures Based on Feature Combination." Proceedings of Multimedia on Mobile Device 2011, SPIE Vol.7881A, pp.78810X-1~78810X-8, 2011. Liu B D, Zhang Y-J. "SENSC Algorithm for Object and Scene Categorization." Proceedings of Multimedia on Mobile Device 2011, SPIE Vol.7881A, pp.78810R1-78810R-10, 2011. Zeng P P, Zhang Y-J. "Gender Classification Robust to Face Pose Variation and Partial Occlusion." Proceedings of Intelligent Robots and Computer Vision XXVIII: Algorithms and Techniques, SPIE Vol.7878, pp.78780O-1~78780O-11, 2011. Yu X N, Zhang Y-J. "A 2D Histogram Representation of Images for Pooling." Proceedings of Image Processing: Machine Vision Application, SPIE Vol.7877, pp.787706-1~787706-11, 2011. Zhu Y F, Zhang Y-J. "Multi-view Stereo Reconstruction via Voxels Clustering and Optimization of Parallel Volumetric Graph-cuts." Proceedings of Parallel Processing for Imaging Applications, SPIE Vol.7872, pp.78720S-1~78720S-11, 2011. Duan F, Zhang Y-J. "Parallel Impulse-noise Detection Algorithm Based on Ensemble Learning for Switching Median Filters." Proceedings of Parallel Processing for Imaging Applications, SPIE Vol.7872, pp.78720C-1~78720C-12, 2011. Duan F, Zhang Y-J. "A Novel Parallel Algorithm for Airport Runway Segmentation in Satellite Images Using Priority-Directional region Growing Strategy Based on Ensemble Learning." Proceedings of Parallel Processing for Imaging Applications, SPIE Vol.7872, pp.78720A-1~78720A-8, 2011. Li L, Zhang Y-J. "FastNMF: Efficient NMF Algorithm for Reducing Feature Dimension." Advances in Face Image Analysis: Techniques and Technologies, IGI Global, Chapter 8 (137-162), 2011. Zhang Y-J. "Face, Image, and Analysis." Advances in Face Image Analysis: Techniques and Technologies, IGI Global, Chapter 1 (1-15), 2011. Li S, Zhang Y-J. "Discovering Latent Semantic Factors for Emotional Picture Categorization." Proceedings of the 17th International Conference on Image Processing, 1065-1068, 2010. Duan F, Zhang Y-J. "A Highly Effective Impulse Noise Detection Algorithm for Switching Median Filters." IEEE Signal Processing Letters, 17(7): 647-650, 2010. Yan Y, Zhang Y-J. "Effective Discriminant Feature Extraction Framework for Face Recognition." Proceedings of the 4th International Symposium on Communications, Control and Signal Processing, 1-5, 2010. Qin Y F, Li L, Zhang Y-J. "Evaluation of SENSC Algorithm for Image Clustering." Proceedings of the 5th International Conference on Image and Graphics, 378-383, 2010.

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