左旺孟，男，漢族，1977年生，博士，哈爾濱工業大學計算機學院教師。
基本介紹
- 中文名：左旺孟
- 學位/學歷：博士
- 職業：教師
- 專業方向：計算機套用技術
- 任職院校：哈爾濱工業大學
個人經歷,社會兼職,主講課程,研究方向,學術成果,榮譽獎項,
個人經歷
工作經歷
時間 工作經歷
2007.8 - 2010.10 哈工大講師
2010.10 - 副教授
2013.4 - 博導
2015.12 教授
教育經歷
1995年-1999年，哈爾濱工業大學 材料科學系，學士
1999年-2001年，哈爾濱工業大學 材料學專業，碩士
2001年-2007年，哈爾濱工業大學 計算機套用技術專業，博士
社會兼職
《IET Biometrics》 Associate Editor
VALSE線上理事會 理事
中國計算機學會（CCF） 高級會員
IEEE & IEEE CS Senior Member
主講課程
模式識別（生物信息技術專業 本科）
生物特徵識別（計算機學院 碩士）
深度學習（計算機學院 碩士）
研究方向
主要從事計算機視覺、機器學習與生物特徵識別等方面的研究。
學術成果
Books:
[4] L. Lin, D. Zhang, P. Luo, W. Zuo, Human Centric Visual Analysis with Deep Learning, Springer, 2019.[3] D. Zhang, W. Zuo, P. Wang, Computational Pulse Signal Analysis, Springer, 2018.
[2] D. Zhang, Y. Xu, W. Zuo,Discriminative Learning in Biometrics, Springer, 2016.
[1] D. Zhang, W. Zuo, N. Li, Medical Biometrics: Computerized TCM Data Analysis, World Scientific, 2015.
Book Chapters:
[3] W. Zuo, K. Zhang, L. Zhang, Convolutional Neural Networks for Image Denoising and Restoration: Fundamentals, Open Challenges and New Trends, In: M. Bertalmío (eds.), Denoising of Photographic Images and Video, Springer, 2018.
[2] W. Zuo, H. Zhang, K. Wang, 2009, “Subspace Methods for Face Recognition: Singularity, Regularization, and Robustness”, in Book: State of the Art in Face Recognition, I-TECH Education and Publishing.
[1] D. Zhang, W. Zuo, F. Yue, 2009, “Large Scale Palmprint Identification: Algorithms and Evaluation”, in Book: Biometrics: Methods, Applications and Analyses, Nova Publisher.
Journal
[20] Lin Ma, David Zhang, Naimin Li, Yan Cai, Wangmeng Zuo and Kuanquan Wang, “Iris-based Medical Analysis by Geometric Deformation Features,” IEEE Journal of Biomedical and Health Informatics, 17(1): 223 – 231, Jan. 2013.
[19] Lei Liu, Wangmeng Zuo, David Zhang, Hongzhi Zhang, Naimin Li. Combination of heterogeneous features for wrist pulse blood flow signal diagnosis via multiple kernel learning, IEEE Transactions on Information Technology in BioMedicine, vol. 16, no. 4, pp. 599 - 607, 2012.
[18] Yong Xu, Wangmeng Zuo, Zizhu Fan. Supervised sparse representation of face images based on a heuristic strategy. Neurocomputing. 79(1): 125-131, 2012.
[17] David Zhang, Wangmeng Zuo, Feng Yue. A Comparative Study of Palmprint Recognition Algorithms. ACM Computing Surveys. vol. 44, no. 1, Article 2, pp. 1-37, 2012.
[16] Wangmeng Zuo*, Zhouchen Lin. A Generalized Accelerated Proximal Gradient Approach for Total Variation-Based Image Restoration. IEEE Transactions on Image Processing, vol. 20, no. 10, pp. 2748 - 2759, 2011.
[15] Feng Yue, Wangmeng Zuo, David Zhang, and Bin Li. Fast palmprint identification with multiple templates per subject. Pattern Recognition Letters, vol. 32, no. 8, pp. 1108-1118, 2011.
[14] Wangmeng Zuo, Feng Yue, and David Zhang. On accurate orientation extraction and appropriate distance measure for palmprint recognition. Pattern Recognition, 43(4): 964-972, 2011.
[13] 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.
[12] Wangmeng Zuo*, Hongzhi Zhang, David Zhang, and Kuanquan Wang, "Post-Processed LDA for Face and Palmprint Recognition: What is the Rationale," Signal Processing, 90(8): 2344-2352, 2010.
[11] David Zhang, Zhenhua Guo, Guangming Lu, Lei Zhang and Wangmeng Zuo, “An online system of multi-spectral palmprint verification,” IEEE Trans. Instrumentation and Measurement, 59(2): 480-490, 2010.
[10] Zhenhua Guo, Wangmeng Zuo, Lei, Zhang, David Zhang, "A Unified Distance Measurement for Orientation Coding in Palmprint Verification," Neurocomputing, 73 (4-6): 944-950, 2010.
[9] Feng Yue, Wangmeng Zuo, David Zhang and Kuanquan Wang, “Competitive Code-based Palmprint Recognition using FCM-based Orientation Selection,” Pattern Recognition, 42(11): 2841-2849, 2009.
[8] Feng Yue, Wangmeng Zuo, David Zhang, and Kuanquan Wang, "Competitive Code Based Fast Palmprint Identification Using a Set of Cover Trees," Optical Engineering, 48(6), pp. 067204-067204-7, 2009.
[7] Wangmeng Zuo*, David Zhang, and Kuanquan Wang. On kernel difference-weighted k-nearest neighbor classification. Pattern Analysis and Applications. 2008, 11: 247-257.
[6] 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.
[5] David Zhang, Wangmeng Zuo. Computational intelligence-based biometric technologies. IEEE Computational Intelligence Magazine. 2(2): 26-36, May 2007.
[4] 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): 103-112.
[3] Wangmeng Zuo, David Zhang, Kuanquan Wang. Bi-Directional PCA with assembled matrix distance metric for image recognition. IEEE Trans. Systems, Man, and Cybernetics, Part B. 2006, 36(4): 863-872.
[2] Wangmeng Zuo, David Zhang, Jian Yang, Kuanquan Wang. BDPCA plus LDA: a novel fast feature extraction technique for face recognition. IEEE Trans. Systems, Man, and Cybernetics, Part B. 2006, 36(4): 946-953.
[1] Wangmeng Zuo, David Zhang, Kuanquan Wang. An Assembled Matrix Distance Metric for 2DPCA-based Image Recognition. Pattern Recognition Letters. 2006, 27(3): 210-216.
Conference
[20] Peihua Li, Qilong Wang, Wangmeng Zuo, and Lei Zhang, "Log-Euclidean Kernels for Sparse Representation and Dictionary Learning", ICCV 2013.
[19] Pengfei Zhu, Lei Zhang, Wangmeng Zuo, "From Point to Set: Extend the Learning of Distance Metrics", ICCV 2013.
[18] Wangmeng Zuo, Deyu Meng, Lei Zhang, Xiangchu Feng, and David Zhang, "A Generalized Iterated Shrinkage Algorithm for Non-convex Sparse Coding", ICCV 2013.
[17] Wangmeng Zuo, Lei Zhang, Chunwei Song, David Zhang, Texture Enhanced Image Denoising via Gradient Histogram Preservation, CVPR 2013.
[16] Jianfeng Li, Wangmeng Zuo, Xiaofei Zhao, David Zhang. An augmented lagrangian method for fast gradient vector flow computation, International Conference on Image Processing 2011 (ICIP 2011).
[15] 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 2010), pp. 29-32.
[14] Dongyu Zhang, Wangmeng Zuo, David Zhang, Naimin Li, Yanlai Li. Gaussian ERP Kernel Classifier for Pulse Waveforms Classification. International Conference on Pattern Recognition 2010. (ICPR 2010), pp. 2736-2739.
[13] Feng Yue, Wangmeng Zuo, David Zhang. ICP Registration Using Principal Line and Orientation Feature for Palmprint Alignment. International Conference on Image Processing 2010. (ICIP 2010).
[12] Wangmeng Zuo, Zhouchen Lin, Zhenhua Guo, David Zhang. The Multiscale Competitive Code via Sparse Representation for Palmprint Verification. International Conference on Computer Vision and Pattern Recognition 2010. (CVPR 2010), pp. 1-8.
[11] Zhenhua Guo, Wangmeng Zuo, Lei Zhang, David Zhang. Palmprint verification using consistent orientation coding. International Conference on Image Processing 2009, pp. 1985-1988. (ICIP 2009).
[10] Fei Yang, Wangmeng Zuo, Kuanquan Wang, Henggui Zhang. Visualization of Segmented Cardiac Anatomy with Accelerated Rendering Method. Computer in Cardiology 2009 (CinC 2009).
[9] Fei Yang, Wangmeng Zuo, and Kuanquan Wang. 3D Cardiac MRI Data Visualization Based on Volume Data Preprocessing and Transfer Function Design. The 2008 Conference on Computers in Cardiology (CinC 2008).
[8] Wangmeng Zuo, Kuanquan Wang, and Weigang Lu. Diagnosis of Cardiac Arrhythmia Using Kernel Difference Weighted KNN Classifier. The 2008 Conference on Computers in Cardiology (CinC 2008).
[7] Feng Yue, Wangmeng Zuo, and Kuanquan Wang, “FCM-based Orientation Selection for Competitive Coding-based Palmprint Recognition,” International Conference on Pattern Recognition 2008 (ICPR 2008).
[6] Wangmeng Zuo, Feng Yue, and Kuanquan Wang, “Multiscale Competitive Code for Efficient Palmprint Recognition,” International Conference on Pattern Recognition 2008 (ICPR 2008).
[5] Feng Yue, Wangmeng Zuo, and Kuanquan Wang, “A Performance Evaluation of Filter Design and Coding Schemes for Palmprint Recognition,” International Conference on Pattern Recognition 2008 (ICPR 2008).
[4] Wangmeng Zuo, Kuanquan Wang, David Zhang. Improvement on Null Space LDA for Face Recognition: A Symmetry Consideration. In: Zhang, D., Jain, A. (eds.), International Conference on Biometrics (ICB’06). 2006, LNCS3832: 78-84.
[3] Kuanquan Wang, Wangmeng Zuo, David Zhang. Post-processing on LDA’s discriminant vectors for facial feature extraction. In: Kanade, T., Jain, A., and Ratha, N.K. (eds.), Audio- and Video-based Biometrics Person Authentication (AVBPA’05). 2005, LNCS3546: 346-354.
[2] Wangmeng Zuo, David Zhang, Kuanquan Wang. Bi-Directional PCA with assembled matrix distance metric. Proc. IEEE Int’l Conf. Image Processing (ICIP’05). 2005, 2: 958-961.
[1] Wangmeng Zuo, Kuanquan Wang, David Zhang, Jian Yang. Regularization of LDA for face recognition: a post-processing method. In: Zhao, W., Gong, S., and Tang, X. (eds.), IEEE Int’l Workshop on Analysis and Modeling of Faces and Gestures 2005 (ICCV’05 Workshop). 2005, LNCS3723: 377-391.
Preprints and Reports
[20] Pengju Liu, Hongzhi Zhang, Kai Zhang, Liang Lin, Wangmeng Zuo, Multi-level Wavelet-CNN for Image Restoration,
[19] Xiaoming Li, Ming Liu, Yuting Ye, Wangmeng Zuo*, Liang Lin, Ruigang Yang, Learning Warped Guidance for Blind Face Restoration,
[18] Dongwei Ren, Wangmeng Zuo, David Zhang, Lei Zhang, Ming-Hsuan Yang, Simultaneous Fidelity and Regularization Learning for Image Restoration,
[17] Feng Li, Cheng Tian, Wangmeng Zuo*, Lei Zhang, and Ming-Hsuan Yang, Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking,
[16] Hao Wang, Qilong Wang, Mingqi Gao, Peihua Li, Wangmeng Zuo*, Multi-scale Location-aware Kernel Representation for Object Detection,
[15] Zhaoyi Yan, Xiaoming Li, Mu Li, Wangmeng Zuo*, Shiguang Shan, Shift-Net: Image Inpainting via Deep Feature Rearrangement,
[14] Mu Li, Shuhang Gu, David Zhang, Wangmeng Zuo*, Efficient Trimmed Convolutional Arithmetic Encoding for Lossless Image Compression,
[13] Kai Zhang, Wangmeng Zuo*, Lei Zhang. Learning a Single Convolutional Super-Resolution Network for Multiple Degradations,
[12] Zhenliang He, Wangmeng Zuo, Meina Kan, Shiguang Shan, Xilin Chen, Arbitrary Facial Attribute Editing: Only Change What You Want,
[11] Kai Zhang, Wangmeng Zuo*, Lei Zhang. FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising,
[10] Mu Li, Wangmeng Zuo*, Shuhang Gu, Debin Zhao, David Zhang. Learning Convolutional Networks for Content-weighted Image Compression,
[9] Mu Li, Wangmeng Zuo*, David Zhang. Deep Identity-aware Transfer of Facial Attributes,
[8] Mu Li, Wangmeng Zuo*, David Zhang. Convolutional Network for Attribute-driven and Identity-preserving Human Face Generation,
[7] Kai Zhang, Wangmeng Zuo*, Yunjin Chen, Deyu Meng, and Lei Zhang. Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising.
[6] Wangmeng Zuo, Xiaohe Wu, Liang Lin, Lei Zhang, Ming-Hsuan Yang, Learning Support Correlation Filters for Visual Tracking,
[5] Zhaoxin Li, Kuanquan Wang, Wangmeng Zuo, Deyu Meng, Lei Zhang. Detail-preserving and Content-aware Variational Multi-view Stereo Reconstruction, arXiv:1505.00389,
[4] Xiaohe Wu, Wangmeng Zuo*, Yuanyuan Zhu, Liang Lin, F-SVM: Combination of Feature Transformation and SVM Learning via Convex Relaxation,
[3] Wangmeng Zuo, Faqiang Wang, David Zhang, Liang Lin, Yuchi Huang, Deyu Meng, and Lei Zhang, Iterated support vector machines for distance metric learning,
[2] Qi Xie, Deyu Meng, Shuhang Gu, Lei Zhang, Wangmeng Zuo, Xiangchu Feng, Zongben Xu, On the Optimal Solution of Weighted Nuclear Norm Minimization,
[1] Faqiang Wang, Wangmeng Zuo*, Lei Zhang, Deyu Meng, David Zhang, A Kernel Classification Framework for Metric Learning. arXiv:1309.5823
榮譽獎項
2008年 哈爾濱工業大學優秀博士學位論文
2009年 教育部全國百篇優秀博士學位論文提名獎
2012年 教育部新世紀優秀人才
