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个人简介

张宏志,博士,现任哈尔滨工业大学计算学部副教授,硕士生导师。曾于2008年入选哈尔滨工业大学优秀青年教师培养计划;曾分别于2005年12至2006年6月,2007年8月至2008年1月,2013年3月至7月在香港理工大学计算机系任研究助理。 研究成果 作为主要成员获得黑龙江省自然科学奖一等奖(2020年)、二等奖(2014年)以及省教育厅高校成果一等奖(2014年)各1项,中国中西医结合学会科学技术二等奖1项;已作为负责人承担国家自然科学基金项目4项,并曾先后参与多项国家自然科学基金(含重点、重大国际合作及面上项目)、863重点及教育部博士点基金项目;获得国家发明专利授权9项。 已发表学术论文150余篇(谷歌学术h-index=22,i10-index=35),所提出的MWCNN方法的会议和期刊论文谷歌学术引用已累计800余次(截至2023年8月);作为副主编出版中文专著1部、英文专著2部。此外,还受Springer出版社邀请作为通讯作者出版国际上第一部计算机舌诊学术英文国际专著。现为CVPR、ICCV、ECCV等CCF A类国际会议,以及IEEE T-IP、T-BME,ESWA、NCA、JMO等国际期刊审稿人。 工作经历 2002年12月~2004年12月 哈尔滨工业大学 计算机科学与技术学院 助教 2005年 1月~2011年11月 哈尔滨工业大学 计算机科学与技术学院 讲师 2011年 12月~ 哈尔滨工业大学 计算机科学与技术学院 副教授

研究领域

人工智能 智能视觉计算 深度学习 融合智能与机器学习 主要从事融合智能与机器学习领域的研究与教学工作,主要兴趣包括:智能视觉计算、生物医学图像处理与分析、机器学习、影视处理与分析等人工智能领域的基础研究与应用。

近期论文

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Zhilu Zhang, Ruohao Wang, Hongzhi Zhang, Yunjin Chen, W. Zuo: Self-Supervised Learning for Real-World Super-Resolution from Dual Zoomed Observations. ECCV 2022. T Ma, Q Wang, H Zhang, W Zuo, "Delving deeper into pixel prior for box-supervised semantic segmentation," in IEEE Transactions on Image Processing, vol. 31, pp. 1406-1417. Pengju Liu, Hongzhi Zhang, Jinghui Wang, Yuzhi Wang, Dongwei Ren, Wangmeng Zuo, "Robust Deep Ensemble Method for Real-world Image Denoising," Neurocomputing, Volume 512, 1 November 2022, pp. 1-14. H. Wang, Q. Wang, H. Zhang, Q. Hu and W. Zuo, "CrabNet: Fully Task-Specific Feature Learning for One-Stage Object Detection," in IEEE Transactions on Image Processing, vol. 31, pp. 2962-2974, 2022, doi: 10.1109/TIP.2022.3162099. Z. Yan, R. Zhang, H. Zhang, Q. Zhang and W. Zuo, "Crowd Counting via Perspective-Guided Fractional-Dilation Convolution," in IEEE Transactions on Multimedia, 2021, doi: 10.1109/TMM.2021.3086709. H. Wang, Q. Wang, H. Zhang, J. Yang and W. Zuo, "Constrained Online Cut-Paste for Object Detection," in IEEE Transactions on Circuits and Systems for Video Technology, vol. 31, no. 10, pp. 4071-4083, Oct. 2021, doi: 10.1109/TCSVT.2020.3045978. Pengju Liu, Hongzhi Zhang, Yue Cao, Shigang Liu, Dongwei Ren, Wangmeng Zuo: Learning cascaded convolutional networks for blind single image super-resolution. Neurocomputing 417: 371-383 (2020) Xiaoming Li, Wenyu Li, Dongwei Ren, Hongzhi Zhang, Meng Wang, Wangmeng Zuo: Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature Fusion. CVPR 2020: 2703-2712 Jia-Zhi Du, Xin Qiao, Zifei Yan, Hongzhi Zhang, Wangmeng Zuo: Flexible Image Denoising with Multi-layer Conditional Feature Modulation. CoRR abs/2006.13500 (2020) Pengju Liu, Hongzhi Zhang, Wei Lian, Wangmeng Zuo: Multi-Level Wavelet Convolutional Neural Networks. IEEE Access 7: 74973-74985 (2019) Xiaohe Wu, Weisong Wang, Fei Yang, Hongzhi Zhang, Wangmeng Zuo: Joint learning of Siamese network with top-down modulation and hard example mining for visual tracking. J. Electronic Imaging 28(5): 053034 (2019) Weiqi Zhang, Zifei Yan, Gang Xiao, Hongzhi Zhang, Wangmeng Zuo: Learning Distance Metric for Support Vector Machine: A Multiple Kernel Learning Approach. Neural Process. Lett. 50(3): 2899-2923 (2019) Pengju Liu, Hongzhi Zhang, Wei Lian, Wangmeng Zuo: Multi-level Wavelet Convolutional Neural Networks. CoRR abs/1907.03128 (2019) Ibrahim Omara, Xiaohe Wu, Hongzhi Zhang, Yong Du, Wangmeng Zuo: Learning pairwise SVM on hierarchical deep features for ear recognition. IET Biom. 7(6): 557-566 (2018) Ibrahim Omara, Hongzhi Zhang, Faqiang Wang, Ahmed Hagag, Xiaoming Li, Wangmeng Zuo:Metric Learning with Dynamically Generated Pairwise Constraints for Ear Recognition. Inf. 9(9): 215 (2018) Pengju Liu, Hongzhi Zhang, Kai Zhang, Liang Lin, Wangmeng Zuo: Multi-Level Wavelet-CNN for Image Restoration. CVPR Workshops 2018: 773-782 Ibrahim Omara, Hongzhi Zhang, Faqiang Wang, Wangmeng Zuo: Metric Learning with Dynamically Generated Pairwise Constraints for Ear Recognition. CoRR abs/1803.09630 (2018) Pengju Liu, Hongzhi Zhang, Kai Zhang, Liang Lin, Wangmeng Zuo: Multi-level Wavelet-CNN for Image Restoration. CoRR abs/1805.07071 (2018) Ibrahim Omara, Xiaohe Wu, Hongzhi Zhang, Yong Du, Wangmeng Zuo: Learning pairwise SVM on deep features for ear recognition. ICIS 2017: 341-346 Hong Deng, Dongwei Ren, David Zhang, Wangmeng Zuo, Hongzhi Zhang, Kuanquan Wang: Efficient non-uniform deblurring based on generalized additive convolution model. EURASIP J. Adv. Signal Process. 2016: 22 (2016) Ibrahim Omara, Feng Li, Hongzhi Zhang, Wangmeng Zuo: A novel geometric feature extraction method for ear recognition. Expert Syst. Appl. 65: 127-135 (2016) Chunwei Song, Hong Deng, Huijun Gao, Hongzhi Zhang, Wangmeng Zuo: Bayesian non-parametric gradient histogram estimation for texture-enhanced image deblurring. Neurocomputing 197: 95-112 (2016) Kai Zhang, Baoquan Wang, Wangmeng Zuo, Hongzhi Zhang, Lei Zhang: Joint Learning of Multiple Regressors for Single Image Super-Resolution. IEEE Signal Process. Lett. 23(1): 102-106 (2016) Feng Pan, Zifei Yan, Kai Zhang, Hongzhi Zhang, Wangmeng Zuo: The Effect of Quantization Setting for Image Denoising Methods: An Empirical Study. CCPR (2) 2016: 274-285 Shoufeng Zheng, Chunwei Song, Hongzhi Zhang, Zifei Yan, Wangmeng Zuo: Learning-Based Weighted Total Variation for Structure Preserving Texture Removal. CCPR (2) 2016: 147-160 Weiqi Zhang, Zifei Yan, Hongzhi Zhang, Wangmeng Zuo: Joint Learning of Distance Metric and Kernel Classifier via Multiple Kernel Learning. CCPR (1) 2016: 586-600 H. Zhang, F. Li, P. Liu, et al. How can a sparse representation be made applicable for very low-dimensional data? Expert Systems with Applications, 2017. (IF: 2.98) H. Zhang, F. Li, H. Deng, et al. Adjusting samples for obtaining better l 2 -norm minimization based sparse representation. Journal of Visual Communication & Image Representation, 2016, 39:93-99. (IF: 1.53) H. Zhang, F. Wang, Y. Chen, et al. Sample pair based sparse representation classification for face recognition. Expert Systems with Applications, 2015, 45(C):352-358. (IF: 2.98) H. Zhang, F. Wang, Y. Chen, et al. Combination of linear regression classification and collaborative representation classification. Neural Computing and Applications, 2014, 25(3):833-838. (IF: 1.49) H. Zhang, Z. Zhang, Z. Li, et al. Improving representation-based classification for robust face recognition. Journal of Modern Optics, 2014, 61(11):961-968. (IF: 1.267) W. Wang, H. Zhang, P. Zhu, et al. Non-convex regularized self-representation for unsupervised feature selection. International Conference on Intelligent Science and Big Data Engineering. Springer International Publishing, 2015: 55-65. D. Ren, H. Zhang, Zhang D., et al. Fast total-variation based image restoration based on derivative alternated direction optimization methods. Neurocomputing, 2015, 170:201-212. (IF: 2.39) J. Zhang, H. Zhang, Li Z. A hierarchical structure with improved OMP sparse representation used with face recognition. Optik - International Journal for Light and Electron Optics, 2014, 125(17):4729-4735. (IF: 0.742) P. Liu, H. Zhang, K. Zhang, et al. Class Relatedness Oriented Discriminative Dictionary Learning. CCF Chinese Conference on Computer Vision. Springer Berlin Heidelberg, 2015: 335-343. F. Jia, H. Zhang, H. Deng, et al. Image denoising using hyper-Laplacian priors and gradient histogram preservation model. Signal Processing (ICSP), 2014 12th International Conference on. IEEE, 2014: 811-815. L. Chen, H. Zhang, D. Ren, et al. Fast augmented Lagrangian method for image smoothing with hyper-laplacian gradient prior. Chinese Conference on Pattern Recognition. Springer Berlin Heidelberg, 2014: 12-21. Z. Cui, H. Zhang, W. Zuo. Interactive Tongue Body Segmentation. Medical Biometrics, 2014 International Conference on. IEEE, 2014: 26-31. F. Wang, H. Zhang, K. Wang, et al. Fast neighbourhood component analysis with spatially smooth regulariser for robust noisy face recognition. Biometrics Iet, 2014, 3(4):278-290. (IF: 1.093) P. Wang, H. Zhang, W. Zuo, et al. A comparison of three types of pulse signals: Physical meaning and diagnosis performance. International Conference on Biomedical Engineering and Informatics. 2013:352-357. X. Lin, H. Zhang, H. Deng, et al. Adaptive Regularization Parameters and Norm Selection for Sparse Gradient Based Image Restoration. Intelligence Science and Big Data Engineering. Springer Berlin Heidelberg, 2013:789-796. Z. Cui, H. Zhang, D. Zhang, et al. Fast marching over the 2D Gabor magnitude domain for tongue body segmentation. EURASIP Journal on Advances in Signal Processing, 2013, 2013(1):1-13.(IF: 0.928) F. Wang, H. Zhang, W. Zuo, et al. Face Recognition Using Fast Neighborhood Component Analysis with Spatially Smooth Regularizer. Intelligent Science and Intelligent Data Engineering. Springer Berlin Heidelberg, 2012:450-457. F. Wang, H. Zhang, K. Wang, et al. Gabor feature-based fast neighborhood component analysis for face recognition. International Conference on Intelligent Computing. Springer Berlin Heidelberg, 2012: 266-273. I. Omara, F. Li, H. Zhang, et al. A novel geometric feature extraction method for ear recognition. Expert Systems with Applications, 2016, 65:127-135. (IF: 2.98) W. Zhang, Z. Yan, H. Zhang, et al. Joint Learning of Distance Metric and Kernel Classifier via Multiple Kernel Learning. Chinese Conference on Pattern Recognition. Springer Singapore, 2016: 586-600. S. Zheng, C. Song, H. Zhang, et al. Learning-Based Weighted Total Variation for Structure Preserving Texture Removal. Chinese Conference on Pattern Recognition. Springer Singapore, 2016: 147-160. C. Luo, M. Li, H. Zhang, et al. Metric learning with relative distance constraints: a modified SVM approach. International Conference of Young Computer Scientists, Engineers and Educators. Springer Berlin Heidelberg, 2015: 242-249. K. Zhang, X. Zhou, H. Zhang, et al. Revisiting single image super-resolution under internet environment: blur kernels and reconstruction algorithms. Pacific Rim Conference on Multimedia. Springer International Publishing, 2015: 677-687. H. Deng, D. Ren, H. Zhang, et al. A Generalized Additive Convolution Model for Efficient Deblurring of Camera Shaken Image. International Conference on Image and Graphics. Springer International Publishing, 2015: 86-99. P. Wang, S. Hou, H. Zhang, et al. Wrist Pulse Diagnosis Using Complex Network. International Conference on Medical Biometrics. 2014:15-20. D. Ren, W. Zuo, H. Zhang, et al. A Derivative Augmented Lagrangian Method for Fast Total Variation Based Image Restoration. IScIDE. 2013: 287-294. Z. Cui, W. Zuo, H. Zhang, et al. Automated Tongue Segmentation Based on 2D Gabor Filters and Fast Marching. Intelligence Science and Big Data Engineering. 2013:328-335. P. Wang, W. Zuo, H. Zhang, et al. Design and implementation of a multi-channel pulse signal acquisition system. International Conference on Biomedical Engineering and Informatics. 2012:1063-1067. H. Deng, W. Zuo, H. Zhang. Fast restoration of nonuniform blurred images. International Conference on Intelligent Science and Intelligent Data Engineering. Springer Berlin Heidelberg, 2012: 597-604. D. Zhang, P. Liu, K. Zhang, H. Zhang, et al. Class relatedness oriented-discriminative dictionary learning for multiclass image classification. Pattern Recognition, 2016, 59: 168-175. (IF: 3.39) K. Zhang, B. Wang, Zuo W., H. Zhang. Joint Learning of Multiple Regressors for Single Image Super-Resolution. IEEE Signal Processing Letters, 2016, 23(1):102-106. (IF: 1.66) F. Pan, Z. Yan, K. Zhang, H. Zhang, et al. The Effect of Quantization Setting for Image Denoising Methods: An Empirical Study. Chinese Conference on Pattern Recognition. Springer Singapore, 2016: 274-285. Hongzhi Zhang, Wangmeng Zuo, Kuanquan Wang, David Zhang. A snake-based approach to automated segmentation of tongue image using polar edge detector. International Journal of Imaging Systems and Technology. 2006, 16(4): 103-12 (SCI index: 9374006, EI index: 071110485468) Wangmeng Zuo, Hongzhi Zhang, Kuanquan Wang, and David Zhang. Post-processed LDA for face and palmprint recognition: What is the rationale. Signal Processing, 2009. (SCI index) Hongzhi Zhang, Wangmeng Zuo, Yan Chen, Kuanquan Wang, and David Zhang. TDS and Its Application in Computer Aided TCM Diagnostics Education. Education Technology and Computer Science (ETCS 10’), 2010 (3) pp: 260 - 263. (EI index) Hongzhi Zhang, Wangmeng Zuo, et al. Median Filtering-Based Quotient Image Model for Face Recognition with Varying Lighting Conditions. International Symposium on Education and Computer Science, 2009. (EI index) Hongzhi Zhang, Wangmeng Zuo, et al. Biomedical Image Processing: A Cross-discipline Course for Undergraduate Computer Science and Technology Major. The 2008 International Conference on Computer Science and Software Engineering, 2008. (EI index) Hongzhi Zhang, Wangmeng Zuo, and Kuanquan Wang, "Automated Tongue Segmentationa and Diagnosis System," The Second Harbin Institute of Technology - Korea University International Workshop. 2008. Hongzhi Zhang, Kuanquan Wang, David Zhang, Xiamu Niu, Wangmeng Zuo, Yan Chen. A theoretical analysis on nearest feature space classifier. World Scientific and Engineering Academy and Society transactions on Information Science and Applications. 2006, 3(4): 677-683 (EI index: 06139784810) Hongzhi Zhang, Kuanquan Wang, David Zhang, Bo Pang, Bo Huang. Computer Aided Tongue Diagnosis System. 27th Annual International Conference of the Engineering in Medicine and Biology Society. 2005(7): 6754-6757 (EI index: 070710425872) Hongzhi Zhang, Kuanquan Wang, David Zhang, Xuesong Jin. SVR based color calibration for tongue image. International Conference on Machine Learning and Cybernetics (ICMLC' 05). 2005: 5065-5070 (EI index: 05509539625) Dongxue Wang, Hongzhi Zhang, and Jianfeng Li. A Novel Feature Extraction Method of Toothprint on Tongue in Traditional Chinese Medicine. Accept by ICBSSP, 2010. (EI index) Lei Liu, Hongzhi Zhang, Kuanquan Wang and Wangmeng Zuo. Quasi-orthogonal Space-Time Block Codes for Four Antenna. NSWCTC 2009. (EI index) Jianfeng Li, Hongzhi Zhang, Kuanquan Wang, and Wangmeng Zuo. An automated feature extraction method for recognition of Petechia Spot in Tongue Diagnosis. BioMedical Information Engineering (FBIE 09’), 2009, pp: 69 -72. (EI index) Wangmeng Zuo, Kuanquan Wang, Hongzhi Zhang and David Zhang. Kernel Difference-Weighted k-Nearest Neighbors Classification. Book Chapter: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. Springer Berlin / Heidelberg, 2007. Jianfeng Li, Kuanquan Wang, Hongzhi Zhang, and Xiangqian Wu. A Feature Extraction Method for Recognition of Petechia Dot in Tongue Image. Information Science and Engineering (ICISE 09’). 2009, pp: 3560 - 3563. (EI index) Hao Zhu, Wangmeng Zuo, Hongzhi Zhang, et al. Exploratory tongue color analysis with manifold learning. Biomedical Engineering and Informatics (BMEI 10’), 2010 , pp: 244 – 248. (EI index) Bo Huang, David Zhang, Hongzhi Zhang, Yanlai Li, Naimin Li, “Tongue Color Visualization for Local Pixel,” ICACC 2011. Bo Huang, David Zhang, Hongzhi Zhang, Yanlai Li, Naimin Li, “Semi-Supervised Classification on “Warm or Cool” Color in Tongue Images,” ICACC 2011. Dongyu Zhang, Wangmeng Zuo, David Zhang, Hongzhi Zhang and Naimin Li. “Classification of Pulse Waveforms Using Edit Distance with Real Penalty.” EURASIP Journal on Advances in Signal Processing. 2010, pp: 1-8. (SCI:666TW, EI: 20104213297361) Wangmeng Zuo, Kuanquan Wang, David Zhang, Hongzhi Zhang. Combination of two novel LDA-based methods for face recognition. Neurocomputing. 2007, 70(4-6): 735-742 (SCI index: 9294856, EI index: 070210356867) Dongyu Zhang, Wangmeng Zuo, David Zhang, Hongzhi Zhang, and Naimin Li. “Wrist Blood Flow Signal-based Computerized Pulse Diagnosis Using Spatial and Spectrum Features.” Journal of Biomedical Science and Engineering, 3(4): 361-366, 2010. Dongyu Zhang, Wangmeng Zuo, David Zhang, Hongzhi Zhang. Time Series Classification Using Support Vector Machine with Gaussian Elastic Metric Kernel. International Conference on Pattern Recognition 2010. (ICPR’10). Lei Liu, Wangmeng Zuo, Dongyu Zhang, Hongzhi Zhang, Naimin Li. Classification of Wrist Pulse Blood Flow Signal Using Time Warp Edit Distance. International Conference on Medical Biometrics (ICMB 2010), LNCS 6165/2010, pp. 137-144.(EI:20102913083758) Bo Huang, David Zhang, Yanlai Li, Hongzhi Zhang, Naimin Li, “Tongue Coating Image Retrieval," ICACC 2011. Jianfeng Li, Jinhuan Shi, Hongzhi Zhang, Yanlai Li, Naimin Li and Changming Liu. Tongue Image Texture Segmentation Based on Gabor Filter Plus Normalized Cut. International Conference on Medical Biometrics (ICMB 2010). Wangmeng Zuo, Kuanquan Wang, David Zhang, Hongzhi Zhang. Combination of polar edge detection and active contour model for automated tongue segmentation. Proc. 3rd Int'l Conf. Image and Graphics (ICIG'04). 2004, 270-273 (EI Index: 05179059545) Wangmeng Zuo, Kuanquan Wang, David Zhang, Hongzhi Zhang. Combination of two novel LDA-based methods for face recognition. The 1st Int'l Conf. Intelligent Computing (ICIC'05). 2005.(EI index) D. Zhang, B. Pang, N.M. Li, K.Q. Wang, H.Z. Zhang. Computerized Diagnosis from Tongue Appearance Using Quantitative Feature Classification. The American Journal of Chinese Medicine. 2005, 33(6): 859–866 (SCI index) Lei Liu, Wangmeng Zuo, Zhang, D., Naimin Li, Hongzhi Zhang. Combination of Heterogeneous Features for Wrist Pulse Blood Flow Signal Diagnosis via Multiple Kernel Learning. IEEE Transactions on Information Technology in Biomedicine, Volume 16 , Issue 4, pp: 598-606 (SCI Index) B. Pang, D. Zhang, K. Wang, and H. Zhang. Computerized Tongue Diagnosis Using Belief Networks Based on Quantitative Features. The 2004 International Conference on Mathematics and Engineering Techniques in Medicine and Biological Sciences (METMBS'04) Yan Chen, Qiong Li, Xiamu Niu, Hongzhi Zhang, Wangmeng Zuo. A novel nearest feature space classifier for face recognition. Proceedings of the 5th WSEAS International Conference on Signal Processing, Robotics and Automation, Madrid, Spain, 2006, pp: 225-228. (EI index)

学术兼职

中国人工智能学会高级会员 中国计算机学会会员 国家自然科学基金通讯评议专家 教育部学位中心论文评审专家 IEEE会员

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