所属研究所、院系:
人工智能与无人系统研究所

职称:
副教授

E-mail:
zhenghch@mail.sysu.edu.cn




教师简介:
中山大学计算机学院博士研究生导师，副教授。2004年在法国里尔一大获得博士学位，其中2004年5月至6月期间为Johns Hopkins大学访问****。2005年3月至2006年9月期间获得欧洲信息学与数学研究联盟（ERCIM）的MUSCLE Fellowship，在France Telecom和Trinity College Dublin进行博士后研究。自2007年起至今在中山大学任教，主要研究方向为图像理解与计算机视觉、人工神经网络、稀疏表示、机器学习及其在行为理解、目标检测、人脸识别、视频描述、表情识别等方面的应用。研究成果发表在IEEE TNNLS、IEEE TMM、IEEE TCSVT和CVPR、ICIP、ICPR、ACCV等权威或知名学术期刊和会议上。主持国家自然科学基金面上项目及若干省市级科技计划项目。
——News: 祝贺王腾、余明静同学在计算机视觉领域顶级会议CVPR 2020的ActivityNet Challenge中获得Dense Event Captioning（密集事件描述）任务第2名！全文链接：https://arxiv.org/abs/2006.11693
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研究领域:
图像理解与计算机视觉、人工神经网络、稀疏表示、机器学习及其在行为理解、视频描述、目标检测、人脸识别、表情识别等方面的应用。
欢迎对相关研究感兴趣，勇于创新、不惧挑战的本科生、博硕士研究生、博士后加入！

科研项目:
近年主持的科研项目:?
1. 国家自然科学基金面上项目，面向复杂场景的视频行为表达、识别与密集描述，2020.1-2023.12
2. 国家自然科学基金面上项目，基于分布摄像机的目标跟踪与行为分析若干关键问题研究，2012.1-2015.12
3. 广州市科技计划重点项目——民生科技攻关计划项目，基于无人机巡航视频水域河道异常场景检测识别与示范应用，2018.4-2020.3
4. 广东省科技计划项目——研发与产业化项目，密集人流智能统计系统，2013.12-2016.12（合作单位负责人）
5. 广州市科技计划重大项目——产业关键共性技术研究项目，面向金融服务的用户身份认证可信计算平台研发及产业化，2014.12-2016.11（合作单位负责人）
6. 广东省自然科学基金面上项目，面向复杂环境的目标特征表达与鲁棒检测方法研究，2019.10-2022.9
7. 广州市科技计划项目，面向智能网络视频监控的目标跟踪与行为分析关键技术研究，2014.1-2016.6
近年主持的教研项目:?
1. 中山大学本科教学质量工程类项目，面向拔尖创新人才培养的专业课程教改探索与实践——以“数字图像处理”为例，2020.3-2022.2
2. 广东省精品资源共享课，信号与系统，2013.8-2016.11
3. 中山大学教学改革研究项目，2+2 课程教改实践研究——以“信号与系统”为例，2011.9-2013.8

代表性论著:
[23] Lvran Chen, Huicheng Zheng, Zhiwei Yan, Ye Li, “Discriminative region mining for object detection,” IEEE Transactions on Multimedia, 2020, early access, https://doi.org/10.1109/TMM.2020.**.
[22] Teng Wang, Huicheng Zheng, Mingjing Yu, Qian Tian, Haifeng Hu, “Event-centric hierarchical representation for dense video captioning,” IEEE Transactions on Circuits and Systems for Video Technology, 2020, early access, https://doi.org/10.1109/TCSVT.2020.**. Code
[21]?Huicheng Zheng, Dajun Lin, Lina Lian, Jiayu Dong, and Peipei Zhang, “Laplacian-Uniform mixture-driven iterative robust coding with applications to face recognition against dense errors,”?IEEE Transactions on Neural Networks and Learning Systems, vol. 31, no. 9, pp. 3620 – 3633, Sep. 2020.?Appendices. Code
[20] Huicheng Zheng, Jiajie Chen, Lvran Chen, Ye Li, and Zhiwei Yan, “Feature enhancement for multi-scale object detection,” Neural Processing Letters, vol. 51, no. 2, pp. 1907-1919, Apr. 2020.
[19] Mingjing Yu,?Huicheng Zheng, Zhifeng Peng, Jiayu Dong, Heran Du, “Facial expression recognition based on a multi-task global-local network,”?Pattern Recognition Letters, vol. 131, pp. 166 – 171, Jan. 2020.?Code
[18] Ye Li,?Huicheng Zheng, Zhiwei Yan, and Lvran Chen, “Detail preservation and feature refinement for object detection,”?Neurocomputing, vol. 359, pp. 209 – 218, Sep. 2019.?Code
[17] Bo Ke,?Huicheng Zheng, Lvran Chen, Zhiwei Yan, and Ye Li, “Multi-object tracking by joint detection and identification learning,”?Neural Processing Letters, vol. 50, no. 1, pp. 283 – 296, Aug. 2019.
[16]?Huicheng Zheng, Zijian Lin, Jiepeng Cen, Zeyu Wu, and Yadan Zhao, “Cross-line pedestrian counting based on spatially-consistent two-stage local crowd density estimation and accumulation,”?IEEE Transactions on Circuits and Systems for Video Technology, vol. 29, no. 3, pp. 787 – 799, Mar. 2019.?Dataset: EBP
[15] Jiayu Dong,?Huicheng Zheng, and Lina Lian, “Low-rank Laplacian-uniform mixed model for robust face recognition,” in?Proc. IEEE Conference on Computer Vision and Pattern Recognition, 2019, pp. 11889-11898.
[14] Chengkun Zhang,?Huicheng Zheng, and Jianhuang Lai, “Dual-codebook learning and hierarchical transfer for cross-view action recognition,”?Journal of Electronic Imaging, vol. 27, no. 4, pp. 043044-1 – 043044-20, Jul./Aug. 2018.
[13] Jiayu Dong,?Huicheng Zheng, and Lina Lian, “Dynamic facial expression recognition based on convolutional neural networks with dense connections,” in?Proc. International Conference on Pattern Recognition, 2018, pp. 3433-3438.
[12] Zijian Lin,?Huicheng Zheng, Bo Ke, and Lvran Chen, “Online multi-object tracking based on hierarchical association and sparse representation,” in?Proc. IEEE International Conference on Image Processing, 2017, pp. 655-659.
[11] Jing Wang,?Huicheng Zheng, Jiepeng Cen, and Jinyu Gao, “Cross-view action recognition based on a statistical translation framework,”?IEEE Transactions on Circuits and Systems for Video Technology, vol. 26, no. 8, pp. 1461 – 1475, Aug. 2016.
[10] Zhaoyu Lu, Ziqi Luo, Huicheng Zheng, Jikai Chen, and Weihong Li, “A Delaunay-based temporal coding model for micro-expression recognition,” in Proc. ACCV Workshops, 2014, pp. 698-711.
[9] Yuanchang Ou, Huicheng Zheng, Shuyue Chen, and Jiangtao Chen, “Vehicle logo recognition based on a weighted spatial pyramid framework,” in Proc. IEEE International Conference on Intelligent Transportation Systems, 2014, pp. 1238-1244.
[8] Yunong Zhang, Bingguo Mu,?Huicheng Zheng, “Link between and comparison and combination of Zhang neural network and quasi-Newton BFGS method for time-varying quadratic minimization,”?IEEE Transactions on Cybernetics, vol. 43, no. 2, pp. 490 – 503, 2013.
[7] Jing Wang and Huicheng Zheng, “View-robust action recognition based on temporal self-similarities and dynamic time warping,” in Proc. IEEE International Conference on Computer Science and Automation Engineering, 2012, pp. 498-502.
[6]?Huicheng Zheng, Wei Shen, Qionghai Dai, Sanqing Hu, and Zheming Lu, “Learning nonlinear manifolds based on mixtures of localized linear manifolds under a self-organizing framework,”?Neurocomputing, vol. 72, no. 13 – 15, pp. 3318-3330, 2009.
[5]?Huicheng Zheng, Christophe Laurent, and Grégoire Lefebvre, “Fast-learning adaptive-subspace self-organizing map: An application to saliency-based invariant image feature construction,”?IEEE Transactions on Neural Networks, vol. 19, no. 5, pp. 746 – 757, 2008.
[4]?郑慧诚, 沈伟, “一种局部化的线性流形自组织映射,”?自动化学报, vol. 34, no. 10, pp. 1298 – 1304, 2008.
[3]?Huicheng Zheng, Pádraig Cunningham, and Alexey Tsymbal, “Learning multiple linear manifolds with self-organizing networks,”?International Journal of Parallel, Emergent and Distributed Systems, vol. 22, no. 6, pp. 417 – 426, 2007.
[2] Bruno Jedynak,?Huicheng Zheng, and Mohamed Daoudi, “Skin detection using pairwise models,”?Image and Vision Computing, vol. 23, no. 13, pp. 1122 – 1130, 2005.
[1]?Huicheng Zheng, Mohamed Daoudi, and Bruno Jedynak, “Blocking adult images based on statistical skin detection,”?Electronic Letters on Computer Vision and Image Analysis, vol. 4, no. 2, pp. 1 – 14, 2004.