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个人简介 张国庆，男，计算机与软件学院硕士生导师(学硕与专硕)，2017年博士毕业于南京理工大学控制科学与工程专业，现于新加坡南洋理工大学从事博士后研究工作，研究方向包括计算机视觉、模式识别与机器学习，主要从事深度学习、人脸识别、稀疏编码学习、领域适应学习、行人重识别等领域的研究工作。近五年主持国家自然科学青年基金1项，江苏省自然科学基金1项，江苏省高校自然科学基金面上项目1项。以第一作者(包含通讯作者)在IEEE Transactions on Image Processing (IEEE TIP)、IEEE Transactions on Multimedia (IEEE TMM)、IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT)、Pattern Recognition、Information Science、ICME等国际期刊和会议发表学术论文20余篇，被SCI收录20+篇。 IEEE会员。招生：欢迎对计算机视觉、模式识别、人工智能 、深度学习等方向感兴趣的同学报考我的研究生。要求：主动积极，认真勤奋，动手能力强，数学功底好，英语能力强。
(心有多大，舞台就有多大)
Recent Research Focus:
1. 计算机视觉与模式识别(Computer Vision and Pattern Recognition)
(1)行人重识别(Person Re-Identification) (2)人脸识别(Face Recognition)
(3)图像分类(Image Classification) (4)领域适应学习(Domain Adaptation Learning)
2. 机器学习算法(Machine Learning Algorithms)
(1)深度学习(Deep Learning) (2)非监督学习(Unsupervised Learning)
(3)字典学习(Dictionary Learning)
Google Scholar; Homepage

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Selected Journal Publications: (*表示通讯作者)
[22]. Guoqing Zhang, Tong Jiang, Junchuan Yang, Jiang Xu, Yuhui Zheng, Cross-view Kernel Collaborative Representation Classification for Person Re-identification, Multimedia Tools and Applications, 2021. (SCI)
[21]. Guoqing Zhang, Junchuan Yang, Yuhui Zheng, Zhiyuan Luo, Jinglin Zhang, Optimal Discriminative Feature and Dictionary Learning for Image Set Classification, Information Science, 2020, 574(8): 498-513. (SCI : 1区, CCF-B)
[20]. Guoqing Zhang,Fatih Porikli, Huaijiang Sun, Quansen Sun, Guiyu Xia, Cost-sensitive Joint Feature and Dictionary Learning for Face Recognition,Neurocomputing, 2020, 391 (28): 177-188. (SCI: 2区, CCF-C）
[19]. Guoqing Zhang, Huaijiang Sun, Yuhui Zheng, Guiyu Xia, Lei Feng, Quansen Sun, Optimal Discriminative Projection for Sparse Representation-based Classification via Bilevel Optimization, IEEE Transactions on Circuits and Systems for Video Technology, 2019, 30(4): 1065-1077. (SCI 2区, CCF-B).
[18]. Yuhui Zheng, Xilong Wang, Guoqing Zhang*, Baihu Xiao, Fu Xiao, Jianwei Zhang, Multiple kernel Coupled Projections for Domain Adaptive Dictionary Learning, IEEE Transactions on Multimedia, 2019, 21(9): 2292-2304. (SCI 1区, *Corresponding author)
[17]. Guoqing Zhang, Yuhui Zheng, Guiyu Xia, Domain Adaptive Collaborative Representation based Classification, Multimedia Tools and Applications, 2019, 78(21): 30175-30196. (SCI)
[16]. Guiyu Xia, Huaijiang Sun, Beijia Chen, Qingshan Liu, Lei Feng, Guoqing Zhang, Renglong Hang, Nonlinear low-rank matrix completion for human motion recovery, IEEE Transactions on Image Processing, 2018, 27(6): 3011-3024. (SCI 1区, CCF-A)
[15]. Zhichao Zheng, Huaijiang Sun, Guoqing Zhang, Multiple kernel locality-constrained collaborative representation-based discriminant projection for face recognition,Neurocomputing, 2018, 318: 65-74.(SCI: 2区, CCF-C）
[14]. Menglan Xie, Zexuan Ji, Guoqing Zhang, Tao Wang, Quansen Sun, Mutually exclusive-K-SVD: Learning a discriminative dictionary for hyperspectral image classification, Neurocomputing, 2018, 315(13): 177-189.(SCI: 2区, CCF-C）
[13]. Beijia Chen, Huaijiang Sun, Lei Feng, Guiyu Xia, Guoqing Zhang, Robust image compressive sensing based on m-estimator and nonlocal low-rank regularization,Neurocomputing, 2018, 275: 586-597.(SCI: 2区, CCF-C）
[12]. Guoqing Zhang, Huaijiang Sun, Fatih Porikli, Yazhou Liu, Quansen Sun, Optimal Couple Projections for Domain Adaptive Sparse Representation-based Classification, IEEE Transactions on Image Processing, 2017, 26(12): 5922-5935. (SCI 1区, CCF-A)
[11]. Guiyu Xia, Huaijiang Sun, Xiaoqing Niu, Guoqing Zhang, Lei Feng, Keyframe extraction for human motion capture data based on joint kernel sparse representation, IEEE Transactions on Industrial Electronic, 2017, 64(2): 1589-1599. (SCI 1区)
[10]. Guiyu Xia, Huaijiang Sun, Lei Feng, Guoqing Zhang, Yazhou Liu, Human Motion Segmentation via Robust Kernel Sparse Subspace Clustering,IEEE Transactions on Image Processing, 2017, 27(1): 135-150. (SCI 1区, CCF-A)
[9]. Hongkun Ji, Quansen Sun, Yunhao Yuan, Zexuan Ji, Guoqing Zhang, Lei Feng, Dual structural consistency based multi-modal correlation propagation projections for data representation,Multimedia Tools and Applications, 2017, 76(20): 20909-20933. (SCI)
[8]. Hongkun Ji, Quansen Sun, Zexuan Ji, Yunhao Yuan, Guoqing Zhang, Collaborative probabilistic labels for face recognition from single sample per person,Pattern Recognition, 2017, 62: 125-134. (SCI 2区, CCF-B)
[7]. Guoqing Zhang, Huaijiang Sun, Guiyu Xia, Quansen Sun, Multiple kernel sparse representation based orthogonal discriminative projection and its cost-sensitive extension,IEEE Transactions on Image Processing,2016, 25(9): 4271-4285. (SCI 1区, CCF-A)
[6]. Guiyu Xia, Huaijiang Sun, Guoqing Zhang, Lei Feng, Human motion recovery jointly utilizing statistical and kinematic information,Information Science, 2016, 339: 189-205. (SCI : 1区, CCF-B)
[5]. Guoqing Zhang, Huaijiang Sun, Zexuan Ji, Yun-hao Yuan, Quansen Sun, Cost-sensitive dictionary learning for face recognition, Pattern Recognition, 2016, 60: 613-629. (SCI 2区, CCF-B)
[4]. Guoqing Zhang, Huaijiang Sun, Guiyu Xia, Quansen Sun, Kernel collaborative representation based dictionary learning and discriminative projection, Neurocomputing, 2016, 207: 300-309. (SCI)
[3].Guoqing Zhang, Huaijiang Sun, Zexuan Ji, Guiyu Xia, Lei Feng, Quansen Sun, Kernel dictionary learning based discriminant analysis, Journal of Visual Communication and Image Representation, 2016, 40: 470-484. (SCI)
[2]. Guoqing Zhang, Huaijiang Sun, Zexuan Ji, Quansen Sun, Label Propagation based on collaborative representation for face recognition, Neurocomputing, 2016, 171: 1193-1024. (SCI)
[1]. Yunhao Yuan, Yun Li, Jianjun Liu, Chaofeng Li, Xiaobo Shen, Guoqing Zhang, Quansen Sun, Learning multi-kernel multi-view canonical correlations for image recognition, Computational Visual Media, 2016, 2(2): 153-162. (SCI)

Conferences:
[1] Guoqing Zhang, Yuhao Chen, Yang Dai, Yuhui Zheng, Yi Wu, Reference-Aided Part-Aligned Feature Disentangling for Video Person Re-identification, Proceedings of the IEEE International Conference on Multimedia and Expo (ICME), 2021. (Accepted).


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