教师简介 Short Bio

        操晓春,中山大学网络空间安全学院教授、博士生导师,国家杰出青年基金获得者,现任网络空间安全学院院长。主要从事人工智能基础研究和网络空间内容安全应用研究;发表ACM/IEEE 汇刊90余篇,CCF-A类期刊及会议长文文章130余篇;Google引用13000余次,H-index 59。先后兼任IEEE汇刊 TIP、TMM、TCSVT、电子学报的Senior Area Editor/Associate Editor/编委,NeurIPS/ICCV/CVPR/IJCAI/ACMMM等计算机学会A类会议的Area/Track Chairs。指导博士生获得中国电子学会优博、CCF优博、中科院优博论文;获得省部级一等奖和二等奖各1项。
        Xiaochun Cao is a Professor of School of Cyber Science and Technology, Shenzhen Campus, Sun Yat-sen University. He received the B.E. and M.E. degrees both in computer science from Beihang University (BUAA), China, and the Ph.D. degree in computer science from the University of Central Florida, USA, with his dissertation nominated for the university level Outstanding Dissertation Award. After graduation, he spent about three years at ObjectVideo Inc. as a Research Scientist. From 2008 to 2012, he was a professor at Tianjin University. Before joining SYSU, he was a professor at Institute of Information Engineering, Chinese Academy of Sciences. He has authored and coauthored over 200 journal and conference papers. In 2004 and 2010, he was the recipients of the Piero Zamperoni best student paper award at the International Conference on Pattern Recognition. He is on the editorial boards of IEEE Transactions on Image Processing and IEEE Transactions on Multimedia, and was on the editorial board of IEEE Transactions on Circuits and Systems for Video Technology. 
        Email:caoxiaochun@mail.sysu.edu.cn (I am actively looking for talented and motivated stduents and Postdocs! Please contact!)

研究领域 Research Field

        人工智能安全,网络空间内容安全
        Computer Vision and its applications in Cybersecurity

Recent Publications 【Full List

  1. Ke Ma, Qianqian Xu, Jinshan Zeng, Guorong Li, Xiaochun Cao, and Qingming Huang. A Tale of HodgeRank and Spectral Method: Target Attack Against Rank Aggregation is the Fixed Point of Adversarial Game. IEEE Transactions on Pattern Analysis and Machine Intelligence,To Appear
  2. Sanyi Zhang, Xiaochun Cao, Guo-Jun Qi, Zhanjie Song, and Jie Zhou. AIParsing: Anchor-free Instance-level Human Parsing. IEEE Transactions on Image Processing,To Appear
  3. Siyuan Liang, Longkang Li, Yanbo Fan, Xiaojun Jia, Jingzhi Li, Baoyuan Wu, and Xiaochun Cao, "A Large-scale Multiple-objective Method for Black-box Attack against Object Detection", ECCV 2022
  4. Xiaojun Jia, Yong Zhang, Xingxing Wei, Baoyuan Wu, Ke Ma, Jue Wang, Xiaochun Cao "Prior-Guided Adversarial Initialization for Fast Adversarial Training". ECCV 2022  
  5. Xinwei Liu, Jian Liu, Yang Bai, Jindong Gu, Tao Chen, Xiaojun Jia, Xiaochun Cao, "Watermark Vaccine: Adversarial Attacks to Prevent Watermark Removal" ECCV 2022  
  6. Junyu Chen, Qianqian Xu, Zhiyong Yang, Ke Ma, Xiaochun Cao, Qingming Huang. Recurrent Meta-Learning against Generalized Cold-start problem in CTR Prediction, ACM MM 2022
  7. Junyu Chen, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang. A Unified Framework against Topology and Class Imbalance, ACM MM 2022
  8. Zitai Wang, Qianqian Xu, Ke Ma, Xiaochun Cao, Qingming Huang. Confederated Learning: Going Beyond Centralization, ACM MM 2022
  9. Liang Yang, Weihang Peng, Wenmiao Zhou, Bingxin Niu, Junhua Gu, Chuan Wang, Yuanfang Guo, Dongxiao He, Xiaochun Cao, "Difference Residual Graph Neural Networks". ACM MM 2022.  
  10. Siyuan Liang, Aishan Liu, Jiawei Liang, Longkang Li, Yang Bai, Xiaochun Cao. Imitated Detectors: Stealing Knowledge of Black-box Object Detectors, ACM MM 2022
  11. Zhiyong Yang,Qianqian Xu,Shilong Bao, Yuan He, Xiaochun Cao, Qingming Huang, Optimizing Two-way Partial AUC with an End-to-end Framework, IEEE Transactions on Pattern Analysis and Machine Intelligence, To Appear
  12. Hua Zhang, Liqiang Xiao, Xiaochun Cao and Hassan Foroosh. "Multiple Adverse Weather Conditions Adaptation for Object Detection via Causal Intervention", IEEE Transactions on Pattern Analysis and Machine Intelligence, To Appear
  13. Shilong Bao, Qianqian Xu, Zhiyong Yang, Xiaochun Cao and Qingming Huang. Rethinking Collaborative Metric Learning: Toward an Efficient Alternative without Negative Sampling, IEEE Transactions on Pattern Analysis and Machine Intelligence, To Appear 
  14. Xiaobin Hu, Wenqi Ren, Jiaolong Yang, Xiaochun Cao, David Wipf, Bjoern Menze, Xin Tong, and Hongbin Zha, Face Restoration via Plug-and-Play 3D Facial Priors, IEEE Transactions on Pattern Analysis and Machine Intelligence, To Appear
  15. Wenqi Ren, Jiawei Zhang, Jinshan Pan, Sifei Liu, Jimmy S. Ren, Junping Du, Xiaochun Cao, Ming-Hsuan Yang, Deblurring Dynamic Scenes via Spatially Varying Recurrent Neural Networks, IEEE Transactions on Pattern Analysis and Machine Intelligence, To Appear
  16. Lun Luo, Wenqi Ren, Tao Wang, Chongyi Li, and Xiaochun Cao. Under-Display Camera Image Enhancement via Cascaded Curve Estimation, IEEE Transactions on Image Processing, To Appear
  17. Qianqian Wang, Zhiqiang Tao, Wei Xia, Quanxue Gao, Xiaochun Cao, and Licheng Jiao. Adversarial Multi-view Clustering Networks with Adaptive Fusion, IEEE Transactions on Neural Networks and Learning Systems, To Appear
  18. Shirui Luo and Xiaochun Cao, Multi-view Subspace Dual-clustering, IEEE Transactions on Neural Networks and Learning Systems, To Appear
  19. Zongsheng Cao, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, and Qingming Huang, Geometry Interaction Knowledge Graph Embeddings, AAAI 2022
  20. Liang Yang, Weixun Li, Cheng Chen, Dongxiao He, Yuanfang Guo, Bingxin Niu, Junhua Gu, Chuan Wang, Xiaochun Cao. Self-supervised Graph Neural Networks via Diverse and Interactive Message Passing, AAAI 2022

主要学术兼职 Professional Associations, Service, and Awards

部分指导的博士 Alumni 

Date

Name

Dissertation

Current Position

2022.07

罗时蕊 

基于多视角学习的子空间聚类研究,Research on Subspace Clustering based on Multi-view Learning

中国电科智能科技研究院
CETC

代朋纹

复杂形态场景文字检测与识别研究,Complicated-shape Scene Text Detection and Recognition

助理教授,中山大学
Assistant Professor, SYSU

尧思远

基于动态表观建模的深度视觉跟踪,deep visual tracking with dynamic appearance modeling

讲师,北京邮电大学
Lecturer, BUPT

严彦阳

先验知识驱动的图像视频复原模型研究,Research on Image and Video Restoration via Prior Knowledge

特别研究助理,中国科学院计算技术研究所
Research Assistant Professor, ITA, CAS

2022.01

尤玮珂(联合指导)

空域图像深度隐写分析方法研究,Deep Image Steganalysis in Spatial Domain

讲师,北京邮电大学
Lecturer, BUPT

李京知

人脸认证环境下的隐私防护技术研究,Privacy Protection Technology in Face Authentication Scenarios

助理研究员,中国科学院信息工程研究所
Research Assistant Professor, IIE, CAS

2021.07

张三义(联合指导)

空间语义关联的人像内容感知研究,Human Image Content Perception with Spatial Semantic Relevance

特别研究助理,中国科学院信息工程研究所
Special Research Assistant, IIE, CAS

2020.07

吴庆波

基于高阶滤波的雾化图像复原算法研究,Atomized Image Restoration via High-order Filtering

副教授,天津理工大学
Associate Professor, Tianjin University of Technology

王川

基于关系一致的图像集中共存实例挖掘,Co-occurring Object Discovery in the Image Set with the Consistent Correspondences

特别研究助理(B类),中国科学院信息工程研究所
Research Associate Professor, IIE, CAS

2019.07

马坷

基于监督学习的鲁棒有序嵌入研究,Robust Ordinal Embedding based on the Supervised Learning

博士后,中国科学院大学
Post-Doctor, UCAS

2017.07

任文琦

融合结构先验的图像及视频去模糊研究,Image and video deblurring via structural priors

副教授,中山大学
Associate Professor, SYSU

2016.07

杨亮

基于成对监督信息的半监督社区发现研究,Semi-supervised Community Detection with Pairwise Prior Information

教授,河北工业大学
Professor, Hebei University of Technology

2016.01

王啸

基于生成模型和矩阵分解的社区发现算法研究,Community Detection Algorithms based on Generative Model and Matrix Factorization

副教授,北京邮电大学
Associate Professor, BUPT

张长青

基于自表达的多视角子空间聚类方法研究,Self-representation based Multiview Subspace Clustering

副教授,天津大学
Associate Professor, Tianjin University

杜玲

面向多媒体认证的数字水印技术研究,Multimedia Authentication Oriented Watermarking

副教授,天津工业大学
Associate Professor, Tiangong University

2015.07

韦星星

基于结构化信息的图像内容分析与理解研究,Multimedia Theory and Application Based on Structured Information

副教授,北京航空航天大学
Associate Professor, BUAA

张华

基于嵌入结构性信息视觉特征的图像理解模型研究,Image Understanding via Embedding Structured Feature Representation

副研究员,中国科学院信息工程研究所
Associate Professor, IIE, CAS

2013.06

付华柱

图像协同关联性约束的研究与应用,Research and Application of Image Correspondence Constraint

高级研究员,新加坡科技研究局
Senior Scientist, Agency for Science,Technology and Research

郭晓杰

图像准稠密匹配及协分割,Image Quasi Dense Matching and Co-segmentation

副教授,天津大学
Associate Professor, Tianjin University