师资
研究方向:
计算机视觉、多模态大模型、深度学习、医学图像及信息处理、人工智能等
教育背景
◆ 1999-2002中科院北京自动化所模式识别国家重点实验室，博士
◆ 1996-1999山东工业大学（现山东大学），硕士
◆ 1992-1996山东工业大学（现山东大学），学士
工作经历
◆ 2019 –至今 南方科技大学计算机系教授（兼任斯发基斯可信自主系统研究院教授）
◆ 2015-2019 英国邓迪大学科学与工程学院计算机系Reader，计算机系国际合作主任
◆ 2010-2015 英国邓迪大学科学与工程学院计算机系高级讲师
◆ 2007-2010 英国贝尔法斯特女王大学计算机系讲师
◆ 2005-2007 英国伦敦大学玛利亚女王学院计算机系，博士后研究员
◆ 2003-2005 法国国家信息与自动化研究院（INRIA），博士后研究员
◆ 2002-2003 新加坡南洋理工大学，博士后研究员
荣誉与奖项
◆ 2018年，“国家高层次人才”
◆ 2020年，“深圳市海外高层次人才”（孔雀计划）A类
◆ 2021年至今，连续多年入选“爱思唯尔中国高被引学者”
◆ 2024年，阿里巴巴湖畔实验室“教育科技人才一体化优秀合作项目”
◆ 2023年，教育部-华为“智能基座”栋梁之师荣誉称号
◆ IEEE高级会员
◆ 2017年，在加拿大魁北克举办的国际基于核磁共振的脑部白质高亮区域分割竞赛中 (MICCAI 2017- Brain WMH Segmentation Challenge) 获冠军
◆ 2016年，和UCL一起获Olea Medical- Olea Innovators contest prize
◆ 2015 年，在德国慕尼黑，由 MICCAI15 举办的内窥镜视觉竞赛中的两个项目上取得第一名的成绩（Endoscopic Vision Challenge on sub challenges of Polyp Localization and Early Barret’s Cancer detection）, MICCAI15, Munich
◆ 2014 年，在瑞典斯坦哥尔摩举办的国际医学图像识别竞赛（“Performance Evaluation of Indirect Immunofluorescence Image Analysis Systems”–ICPR 2014）中取得优异成绩，所有项目（cell and specimen classification）上均获第一
◆ 2014 年，英国国际医学图像理解和分析大会的最佳癌症类论文奖
◆ 2014 年，哈佛大学举办的脑部癌症病理图片分割竞赛中取得优异成绩。（Brain Tumour Digital Pathology Challenge –MICCAI2014- 医学图像处理顶级会议），算法性能第二
◆ 2008 年，国际机器视觉和图像处理大会的最佳论文奖。（International Machine Vision and Image Processing Conference 2008）
◆ 2006 年，由欧洲 PASCAL 主办的国际视觉目标物体的分类竞赛（PASCAL Visual Object Classification Challenge）中所有 10 个项目上取得优异成绩，在多个项目上第一
◆ 2005 年，在第一届国际视觉目标物体分类竞赛（PASCAL Visual Object Classification Challenge）中所有 8 个项目上取得优异成绩，在多个项目上第一
◆ 2002 年，获中科院院长奖学金优秀奖
代表文章
[1] Cao, G., Lan, X., Huang, W., Zhang, J., Jiang, D., & Wang, Y. (2025). DS-Det: Single-Query Paradigm and Attention Disentangled Learning for Flexible Object Detection. ACMMM 2025.
[2] Huang, W., Cao, G., Xia, J., Chen, J., Wang, H., & Zhang, J. (2025). h-calibration: Rethinking Classifier Recalibration with Probabilistic Error-Bounded Objective. IEEE Trans. on PAMI.
[3] Xia, J., Xu, M., Huang, W., Zhang, J., Zhang, H., & Xiao, C. (2025). Mitigating Knowledge Discrepancies among Multiple Datasets for Task-agnostic Unified Face Alignment. IJCV 2025.
[4] Liang, T., Lin, K. Y., Tan, C., Zhang, J., Zheng, W. S., & Hu, J. F. (2025). Referdino: Referring video object segmentation with visual grounding foundations. ICCV 2025.
[5] Jiahao Xia, Yike Wu, Wenjian Huang, Jianguo Zhang, Jian Zhang. Unsupervised Part Discovery via Descriptor-Based Masked Image Restoration with Optimized Constraints. ICCV 2025.
[6] Guiping Cao, Tao Wang, Wenjian Huang, Xiangyuan Lan, Jianguo Zhang, Jiang Dongmei. Open-Det: An Efficient Learning Framework for Open-Ended Detection. ICML 2025.
[7] Peijia Qin, Jianguo Zhang. Learning to Quantize for Training Vector-Quantized Networks. ICML 2025.
[8] Yunlong Tang, Jing Bi, Siting Xu, Luchuan Song, Susan Liang, Teng Wang, Daoan Zhang, Jie An, Jingyang Lin, Rongyi Zhu, Ali Vosoughi, Chao Huang, Zeliang Zhang, Pinxin Liu, Mingqian Feng, Feng Zheng, Jianguo Zhang, Ping Luo, Jiebo Luo, Chenliang Xu (2025). Video understanding with large language models: A survey. IEEE Transactions on Circuits and Systems for Video Technology.
[9] Guiping Cao, Wenjian Huang, Xiangyuan Lan, Dongmei Jiang, Jianguo Zhang, Yaowei Wang (2025). Cross-DINO: Cross the Deep MLP and Transformer for Small Object Detection. IEEE Transactions On MultiMedia.
[10] Yu Long, Qinghua Lin, Zhihua Wang, Kai Zhang Zhang, Jianguo Zhang, Yuming Fang Fang (2025). Enhancing Low-Light Images: A Synthetic Data Perspective on Practical and Generalizable Solutions. AAAI 2025.
[11] Jingkun Chen, Wenjian Huang, Jianguo Zhang, Kurt Debattista, Jungong Han (2025). Addressing inconsistent labeling with cross image matching for scribble-based medical image segmentation. IEEE Trans. On Image Processing.
[12] Shuaijie Shen, Chao Wang, Renzhuo Huang, Yan Zhong, Qinghai Guo, Zhichao Lu, Jianguo Zhang, Luziwei Leng (2025). SpikingSMMs: Learning long sequences with sparse and parallel spiking state space models. AAAI 2025.
[13] Yuan, J., Siakallis, L., Li, H. B., Brandner, S., Zhang, J., Li, C., … & Bisdas, S. (2024). Structural-and DTI-MRI enable automated prediction of IDH Mutation Status in CNS WHO Grade 2–4 glioma patients: a deep Radiomics Approach. BMC Medical Imaging, 24(1), 104.
[14] Wang, H., Luo, S., Hu, G., & Zhang, J. (2024). Gradient-Guided Modality Decoupling for Missing-Modality Robustness. Proceedings of the AAAI Conference on Artificial Intelligence, 38(14), 15483-15491.
[15] Jun Cen, Chenfei Wu, Xiao Liu, Shengming Yin, Yixuan Pei, Jinglong Yang, Qifeng Chen, Nan Duan, and Jianguo Zhang. 2024. Using left and right brains together: towards vision and language planning. In Proceedings of the 41st International Conference on Machine Learning (ICML'24), Vol. 235. JMLR.org, Article 230, 5982–6001.
[16] Xia, J., Huang, W., Xu, M., Zhang, J., Zhang, H., Sheng, Z., & Xu, D. (2024). Unsupervised Part Discovery via Dual Representation Alignment. IEEE Transactions on Pattern Analysis and Machine Intelligence.
[17] Cao, G., Huang, W., Lan, X., Zhang, J., Jiang, D., & Wang, Y. (2024, August). MLP-DINO: category modeling and query graphing with deep MLP for object detection. In Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence (IJCAI-24), Jeju, Republic of Korea (pp. 3-9).
[18] Luo, X., Xu, Q., Wang, Z., Huang, C., Liu, C., Jin, X., & Zhang, J. (2024). A Lesion-Fusion Neural Network for Multi-View Diabetic Retinopathy Grading. IEEE Journal of Biomedical and Health Informatics.
[19] Li, B., Leng, L., Shen, S., Zhang, K., Zhang, J., Liao, J., & Cheng, R. (2024). Efficient Deep Spiking Multilayer Perceptrons With Multiplication-Free Inference. IEEE Transactions on Neural Networks and Learning Systems.
其他信息
Associate Editor of IEEE Trans. On Multimedia (2019 – present)
Associate Editor of IET Computer Vision (2017 - present)
Associate Editor of EURASIP Advances in Signal Processing (2016-present)
Gest Editor of Pattern Recognition (2012)
Area Chair of BMVC (2010 –present)
PCs/reviews for ICCV, CVPR, ECCV, AAAI, IEEE PAMI, IJCV etc
Founding Chair and Organizer of VECTaR 2013 2012, 2011, 2010, 2009 (in conjunction with ICCV 2013, ECCV12, ICCV11 etc),