个人简介
南京信息工程大学计算机学院教授、博士生导师,江苏省优秀青年基金获得者,入选南京信息工程大学龙山学者、首届青年科技之星。2017年博士毕业于南京理工大学计算机科学与工程学院、控制模式识别与智能系统专业 (导师: 孙怀江教授),澳大利亚国立大学访问学者 (2015.10-2016.11,导师Fatih Porikli教授,IEEE Fellow),新加坡南洋理工大学博士后 (2018.12-2022.03,导师: Weisi Lin教授,IEEE Fellow),研究方向包括计算机视觉、模式识别与机器学习,主要从事复杂场景行人检索与重识别、目标检测等领域的研究工作。近五年先后主持国家自然科学基金面上项目1项、青年基金1项;江苏省自然科学基金-优秀青年基金项目1项、青年基金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 TIP、IEEE TMM、IEEE TIE、IEEE TCSVT、PR、INS、IJCAI、ICME等国际期刊和会议发表学术论文60余篇, ESI高被引论文1篇。现为IEEE/ACM学会会员、中国图像图形学学会会员、中国计算机学会会员、中国人工智能学会会员、江苏省人工智能学会会员,国家自然科学基金委员会项目评审专家,江苏省信息技术应用学会具身智能专业委员会委员;曾担任《聊城大学学报(自然科学版)》编委会委员,国际会议ICME 2022 视频处理与分析分会Session Chair,AAAI 2023/2024/2025 程序委员会成员, 国际会议ICIVIS 2024 Workshop Chair;获江苏省高等学校科学技术研究成果奖一等奖(2023, 3/5),国际会议HDIS-2022 杰出服务奖,2024年度江苏省信息技术应用学会青年科技奖。
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。
2025年预计招收6名硕士研究生(学硕+专硕),1名博士研究生
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:https://scholar.google.com.sg/citations?user=z14O5OIAAAAJ&hl=en
Homepage:https://zhguoqing.github.io/
Selected Journal Publications: (*表示通讯作者)
[42]. Guoqing Zhang, Jieqiong Zhou, Yuhui Zheng, Gaven Martin, Ruili Wang, Adaptive Transformer with Pyramid Fusion for Cloth-Changing Person Re-Identification, Pattern Recognition, 2025. (SCI 1 区, TOP2 期刊, CCF-B)
[41]. Guoqing Zhang, Yan Yang, Yuhui Zheng, Gaven Martin, Ruili Wang, Mask-Aware Hierarchical Aggregation Transformer for Occluded Person Re-identification, IEEE Transactions on Circuits and Systems for Video Technology, 2025. (SCI 1 区, TOP 1 期刊)
[40]. Guoqing Zhang, Yuhao Chen, Yuhui Zheng, Gaven Martin, Ruili Wang, Local-Enhanced Representation for Text-based Person Search, Pattern Recognition, 161: 111247, 2025. (SCI 1 区, TOP 2 期刊, CCF-B)
[39]. Guoqing Zhang, Jin Li, Yuhui Zheng, Ruili Wang, InfinitePerson: Innovating Synthetic Data Creation for Generalization Person Re-Identification, IEEE Transactions on Circuits and Systems for Video Technology, 2024. (SCI 1 区, TOP 1 期刊)
[38]. Guoqing Zhang, Zhun Wang, Hairui Wang, Jieqiong Zhou, Yuhui Zheng, Progressive Discrepancy Elimination for Visible-Infrared Person Re-Identification, Neurocomputing, 607(28): 128387, 2024. (SCI 2区, CCF-C)
[37]. Guoqing Zhang, Yinyin Zhang, Hongwei Zhang, Yuhao Chen, Yuhui Zheng, Learning Dual Attention Enhancement Feature for Visible-Infrared Person Re-identification, Journal of Visual Communication and Image Representation, vol. 99, 104076, 2024. (SCI 3 区)
[36]. Wenxuan Fang, Guoqing Zhang, Yuhui Zheng, Yuwen Chen, Multi-Task Learning for UAV Aerial Object Detection in Foggy Weather Condition, vol. 15. no. 18, 4617, Remote Sensing, 2023. (SCI 2 区, TOP 2)
[35]. Guoqing Zhang, Chao Chen, Yuhao Chen, Hongwei Zhang, Yuhui Zheng, Transformer-based global-local feature learning model for occluded person re-identification, Journal of Visual Communication and Image Representation, vol. 95, 103898, 2023. (SCI 3 区)
[34]. Guoqing Zhang, Jie Liu, Yuhao Chen, Yuhui Zheng, Hongwei Zhang. Multi-biometric Unified Network for Cloth-changing Person Re-Identification, IEEE Transactions on Image Processing, vol. 32, pp. 4555-4566, 2023. (SCI 1 区, Top 1 期刊, CCF-A)
[33]. Guoqing Zhang, Wenxuan Fang, Yuhui Zheng, Ruili Wang, SDBAD-Net: A Spatial Dual-Branch Attention Dehazing Network based on Meta-Former Paradigm, IEEE Transactions on Circuits and Systems for Video Technology, vol. 34, no. 1, pp. 60-70, 2024. (SCI 1 区, Top 1 期刊, CCF-B, *ESI高被引论文)
[32]. Guoqing Zhang, Yinyin Zhang, Yuhao Chen, Hongwei Zhang, and Yuhui Zheng, Multi-granularity Feature Utilization Network for Cross-modality Visible-Infrared Person Re-identification, Soft Computing, 2023: 1-14. SCI 3 区)
[31]. Guoqing Zhang, Weisi Lin*, Arun kumar Chandran, Xuan Jing, Complementary Networks for Person Re-Identification, Information Sciences, vol. 633, pp. 70-84, 2023. (SCI 1 区, CCF-B)
[30]. Guoqing Zhang, Hongwei Zhang, Weisi Lin*, Arun kumar Chandran, Xuan Jing, Camera Contrast Learning for Unsupervised Person Re-Identification, IEEE Transactions on Circuits and Systems for Video Technology, 33(8): 4096-4107, 2023. (SCI 1 区, Top 1 期刊, CCF-B)
[29]. Hongwei Zhang(学生), Guoqing Zhang*, Yuhao Chen, Yuhui Zheng, Global Relation-Aware Contrast Learning for Unsupervised Person Re-Identification, IEEE Transactions on Circuits and Systems for Video Technology, 32(12): 8599-8610, 2022. (SCI 1 区, Top 1 期刊, CCF-B)
[28]. Guoqing Zhang, Chao Chen, Yuhao Chen, Hongwei Zhang, Yuhui Zheng, Fine-grained-based Multi-feature Fusion for Occluded Person Re-identification, Journal of Visual Communication and Image Representation, vol. 87, 103581, 2022. (SCI 3 区)
[27]. Guoqing Zhang, Zhiyuan Luo , Yuhao Chen, Yuhui Zheng, Weisi Lin, Illumination Unification for Person Re-identification, IEEE Transactions on Circuits and Systems for Video Technology, 32(10): 6766-6777, 2022. (SCI 1 区, Top 1 期刊, CCF-B)
[26]. Yuhao Chen (学生), Guoqing Zhang*, Yujiang Lu, Zhenxing Wang, Yuhui Zheng, A Simple but Effective Part-based Convolutional Baseline for Text-based Person Search, Neurocomputing, 494(14): 171-181, 2022. (SCI 2 区, CCF-C).
[25]. Guoqing Zhang, Hongwei Zhang, Yuhao Chen, Yuhui Zheng, Close-set Camera Style Distribution Alignment for Single Camera Person Re-Identification, Neurocomputing, 486(14): 93-103, 2022. (SCI 2 区, CCF-C).
[24]. Guoqing Zhang, Yu Ge, Zhicheng Dong, Hao Wang, Yuhui Zheng, Shengyong Chen, Deep High-Resolution Representation Learning for Cross-Resolution Person Re-identification, IEEE Transactions on Image Processing, vol. 30, pp. 8913-8925, 2021. (SCI 1 区, Top 1 期刊, CCF-A)
[23]. Guoqing Zhang, Junchuan Yang, Yuhui Zheng, Ye Wang*, Yi Wu, Shengyong Chen, Hybrid-Attention Guided Network with Multiple Resolution Features for Person Re-identification, Information Sciences, vol. 578, pp. 525-538, 2021. (SCI 1 区, CCF-B)
[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, vol. 80, no. 13, 20687-20705, 2021. (SCI 3 区)
[21]. Guoqing Zhang, Junchuan Yang, Yuhui Zheng, Zhiyuan Luo, Jinglin Zhang, Optimal Discriminative Feature and Dictionary Learning for Image Set Classification, Information Sciences, 2021, 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, 2020, 30(4): 1065-1077. (SCI 1 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, Top 1 期刊, 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, Top 1期刊, CCF-A)
[6]. Guiyu Xia, Huaijiang Sun, Guoqing Zhang, Lei Feng, Human motion recovery jointly utilizing statistical and kinematic information, Information Sciences, 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 1 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 2 区, CCF-C)
[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 3 区)
[2]. Guoqing Zhang, Huaijiang Sun, Zexuan Ji, Quansen Sun, Label Propagation based on collaborative representation for face recognition, Neurocomputing, 2016, 171: 1193-1024. (SCI 2 区, CCF-C)
[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)
Selected Conferences:
[8]. Jieqiong Zhou, Guoqing Zhang*, Jie Liu, Local Feature-Emphasizing Transformer for Cloth-Changing Person Re-identification, Proceedings of the ACM Multimedia Asia, 2024. (CCF C 类会议)
[7]. Guoqing Zhang, Tong Jin, Tianqi Liu, Text Based Unsupervised Domain Generalization Person Re-identification, Proceedings of the Chinese Conference on Pattern Recognition and Computer Vision (PRCV), 2024. (CCF C 类会议)
[6]. Guoqing Zhang, Tianqi Liu, Wenxuan Fang, Yuhui Zheng, Vision Transformer based Random Walk for Group Re-Identification, Proceedings of the IEEE International Conference on Multimedia and Expo (ICME), 2024. (CCF B 类会议)
[5]. Guoqing Zhang, Zhiyuan Luo, Weisi Lin*, Xuan Jing, Inter-Intra Camera Identity Learning for Person Re-Identification with Training in Single Camera, Proceedings of the IEEE International Conference on Multimedia and Expo (ICME), 2023, pp. 2429-2434. (CCF B 类会议)
[4]. Yuhao Chen(学生), Guoqing Zhang*, Hongwei Zhang, Yuhui Zheng, Weisi Lin, Multi-level Part-aware Feature Disentangling for Text-based Person Search, Proceedings of the IEEE International Conference on Multimedia and Expo (ICME), 2023, pp. 2801-2806. (CCF B 类会议)
[3]. Guoqing Zhang, Jie Liu, Yuhao Chen, Yuhui Zheng, Hongwei Zhang. Multi-biometric Unified Network for Cloth-changing Person Re-Identification, Proceedings of the IEEE International Conference on Multimedia and Expo (ICME), 2022. (Oral, CCF B 类会议)
[2]. 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, pp. 1-6. (CCF-B类会议).
[1]. Guoqing Zhang, Yuhao Chen, Weisi Lin*, Arun Kumar Chandran, Jing Xuan, Low Resolution Information Also Matters: Learning Multi-Resolution Representation for Person Re-identification, Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), 2021, pp. 1295-1301. (CCF-A类会议, 13.9% acceptance rate).
科研项目:
江苏省应用数学(南京信息工程大学)中心开放课题,在研,主持
大连理工大学社会计算与认知智能教育部重点实验室开放课题,在研,主持
国家自然科学基金委,国家自然科学基金联合基金重点支持类项目,2023/01-2026/12. (南京信息工程大学方主要负责人)
社会安全图像与视频理解江苏省重点实验室开放基金, 2023/01-2024/12,在研,主持
江苏省科技厅,江苏省基础研究计划——优秀青年基金, BK20220107, 2022/07-2025/06,在研,主持
国家自然科学基金委,国家自然科学基金(面上项目),62172231,多场景跨视域视频监控行人重识别研究, 2022/01-2025/12,在研,主持
国家自然科学基金委,国家自然科学基金(青年基金),61806099,基于稀疏表示分类准则的领域适应特征学习方法研究,2019/01-2021/12,主持,已结题
江苏省科技厅,江苏省自然科学基金(青年基金),BK20180790,面向领域适应的特征提取与字典学习方法研究,2018/07-2021/06,主持,已结题(优秀)
江苏省教育厅,江苏省高校自然科学基金面上项目,已结题
授权发明专利:
[1] 张国庆;蒋同, 一种基于跨视图核协同表示的行人再识别方法. 专利号:ZL 2020 1 0141525.2, 授权公告号:CN 111353443 B (2023年06月20日).
[2] 张国庆;陈裕豪, 一种基于行人再识别的病例活动轨迹检测方法. 专利号:ZL 2020 1 1533130.3,授权公告号:CN 112580525 B (2023年05月23日).
[3] 尉佳禾;张国庆;王准, 基于多尺度图像及特征层对齐的跨分辨率行人重识别方法授. 专利号:ZL 2024 1 0095404.7, 授权公告号:CN 117612266 B (2024年04月19日).
[4] 张国庆;周洁琼, 一种基于多层动态集中和局部金字塔聚合的换衣行人重识别方法. 专利号:ZL 2023 1 1661718.0, 授权公告号:CN 117635973 B (2024年05月10日).
[5] 张国庆;汪海蕊;郑钰辉;张家伟;董仕豪, 一种基于辅助模态增强和多尺度特征融合的跨模态行人重识别方法. 专利号:ZL 2024 1 0406480.5, 授权公告号: CN 117994822 B (2024年06月14日).
[6] 张国庆;王准;张家伟;郑钰辉, 一种基于光谱信息过滤的可见光红外行人重识别方法及系统. 专利号:ZL 2024 1 0325387.1, 授权公告号: CN 117935172 B (2024年06月14日).
[7] 张国庆;李锦;王准;杨艳;郑钰辉,一种基于Transformer和融合聚类的对比学习无监督行人重识别方法。专利号:ZL 2024 1 1163106.3,授权公告号:CN 118692114 B(2024年10月29日)
[8] 周洁琼;张国庆;刘天奇;郑钰辉;张家伟;董仕豪,一种基于随机游走的小股行人重识别方法及系统,专利号:ZL 2024 1 0496315.3,授权公告号: CN 118072361 B,授权公告日: 2024年07月12日.
[9] 张国庆;杨艳;张家伟;董仕豪;郑钰辉, 一种基于掩码先验和分层聚合Transformer的遮挡行人重识别方法, 专利号:ZL 2024 1 0406482.4, 授权公告号: CN 117994823 B, 授权公告日: 2024年06月25日
指导学生获奖情况:
杨珊, 2025年江苏省研究生实践创新计划;
王准、周洁琼 2024年研究生国家奖学金;
2024年度中国国际大学生创新大赛江苏赛区二等奖
张宏伟,2024年校级优秀硕士论文;
尚宇鹏,第十五届蓝桥杯全国软件和信息技术专业人才大赛国赛Java软件开发研究生组三等奖;
尚宇鹏,第十五届蓝桥杯全国软件和信息技术专业人才大赛江苏赛区Java软件开发研究生组一等奖;
王准, 2024年江苏省研究生实践创新计划;
方文宣,2023年江苏省研究生实践创新计划;
方文宣,江北新区第三届“科创江北、搏动未来”高价值专利培育大赛三等奖2项,2023;
陈裕豪,第十三届蓝桥杯全国软件和信息技术专业人才大赛江苏采取C/C++程序设计研究生组二等奖;
陈裕豪,江北新区首届“科创江北、搏动未来”高价值专利培育大赛一等奖,2020;
江北新区第二届“科创江北、搏动未来”高价值专利培育大赛二等奖1项,三等奖三项,2021;
葛宇,2022届本科优秀毕业设计(论文)二等奖;
王昊,2022届本科优秀毕业设计(论文)三等奖;
陈裕豪、张宏伟 2022年研究生国家奖学金
教育经历
[1] 2012.9- 2017.6
南京理工大学 | 模式识别与智能系统 | 工学博士 | 博士研究生毕业
工作经历
[1] 2015.10- 2015.11
澳大利亚国立大学
|
计算机工程学院
|
联合培养博士
[2] 2017.7- 2021.4
南京信息工程大学
|
计算机与软件学院
|
教师
[3] 2018.12- 2022.3
新加坡南洋理工大学
|
计算机科学与工程学院
|
博士后
社会兼职
-
[1] 江苏省人工智能学会会员,IEEE会员
长期担任以下期刊审稿人:
IEEE Transacctions on Pattern Analysis and Machine Intelligence (TPAMI)
IEEE-TCSVT、IEEE-TNNLS、IEEE-TIFS、IEEE-TIP、IEEE-TMM、IEEE-TGRS、IEEE-TII
Information Sciences
Neurocomputing
Pattern Recognition
Computer Vision and Image Understanding
Engineering Applications of Artificial Intelligence
Journal of Visual Communication and Image Representation
会议评审人:
CVPR、ICCV、AAAI、MM、ICME
研究方向
[1] 行人重识别 领域适应学习 人脸识别 特征提取
其他联系方式
团队成员
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