个人简介
赵才荣,工学博士。现任同济大学电子与信息工程学院计算机系教授,博士生导师。曾任香港理工大学兼职研究员(2016-2017)。担任上海市计算机学会计算机视觉专委会主任,中国图象图形学学会青工委副秘书长,中国自动化学会模式识别与机器智能专业委员会副秘书长,中国计算机学会杰出会员。担任IEEE TMM Guest Editor、 担任IET IP Associate Editor。研究聚焦于视觉与智能学习,研究方向包括:人工智能、计算机视觉等,主要涉及行人再识别、识别中隐私保护与安全防御、场景文字检测与识别、X光图像智能分类等领域。已在IEEE TIP、TIFS、TMM、TCSVT、TNNLS、PR、中国科学.信息科学等国内外重要学术期刊及国际学术会议CVPR,ICLR, ICML, AAAI,ACM MM, ICCV等发表论文40余篇,研究成果获上海市科技进步一等奖。主持国家自然科学基金3项,主持国家重点研发计划子课题以及企业横向课题十余项。主讲《计算机视觉》、《人工智能原理》、《机器学习》等专业核心课程,建设国家级线下精品课程1门,上海市精品课程1门。
在研项目中,以智能视频分析为背景,聚焦于视频内容中“人物”因素,以计算机视觉和模式识别理论为基础,研究面向行人再辨识,人脸识别,图像分类与理解的粒化建模,多模态融合,视觉大模型等问题。
近期论文
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Zifan Song, Cairong Zhao*, Guosheng Hu, Duoqian Miao. Learning Scene-Pedestrian Graph for End-to-end Person Search. IEEE Transactions on Industrial Informatics, 2023. [pdf][code]
Cairong Zhao*, Zefan Qu, Xinyang Jiang, Yuanpeng Tu, Xiang Bai. Content-Adaptive Auto-Occlusion Network for Occluded Person Re-Identification. IEEE Transactions on Image Processing, 2023. [pdf][code]
Tianli Sun, Haonan Chen, Guosheng Hu, Lianghua He, Cairong Zhao*. Explainability of Speech Recognition Transformers via Gradient-based Attention Visualization. IEEE Transcations on Multimedia, 2023. [pdf][code]
Shuguang Dou, Cairong Zhao*, Xinyang Jiang, Shanshan Zhang, Weishi Zheng, Wangmeng Zuo. Human Co-Parsing Guided Alignment for Occluded Person Re-identification. IEEE Transactions on Image Processing, 2022. [pdf][code]
Cairong Zhao*, Chutian Wang, Guosheng Hu, Haonan Chen, Jinhui Tang. ISTVT: Interpretable Spatial-Temporal Video Transformer for Deepfake Detection. IEEE Transactions on Information Forensics and Security,2022. [pdf][code]
Minghua Wan,XueyuChen,CairongZhao*, Tianming Zhan, GuoweiYang. A new weakly supervised discrete discriminant hashing for robust data representation. Information Sciences, 2022, 611: 335-348. [pdf][code]
Cairong Zhao*, Zhicheng Chen et al. Context-Aware Feature Learning for Noise Robust Person Search. IEEE Transactions on Circuits and Systems for Video Technology (2022). [pdf][code]
Cairong Zhao*, Liang Zhu et al. Detecting Overlapped Objects in X-ray Security Imagery by a Label-aware Mechanism. IEEE Transactions on Information Forensics and Security (2022). [pdf][code]
赵才荣*, 齐鼎, 窦曙光, 涂远鹏, 孙添力, 柏松, 蒋忻洋, 白翔*,苗夺谦*. 智能视频监控关键技术: 行人再识别研究综述, 中国科学.信息科学 2021, 2021, 51(12):979-2015. [pdf]
Cairong Zhao*, Yuanpeng Tu et al. Salience-Guided Iterative Asymmetric Mutual Hashing for Fast Person Re-identification[J]. IEEE Transactions on Image Processing, 2021. [pdf][code]
Shaowei Hou, Cairong Zhao*, Zhicheng Chen, Jun Wu, Zhihua Wei, Duoqian Miao. Improved Instance Discrimination and Feature Compactness for End-to-End Person Search. IEEE Transactions on Circuits and Systems for Video Technology, 2021. [pdf][code]
Cairong Zhao*, Xinbi Lv, Shuguang Dou, Shanshan Zhang, Jun Wu, Liang Wang.Incremental Generative Occlusion Adversarial Suppression Network for Person ReID. IEEE Transactions on Image Processing, 2021. [pdf][code]
Cairong Zhao*, Xinbi Lv*, Zhang Zhang, Wangmeng Zuo, Jun Wu, Duoqian Miao. Deep Fusion Feature Representation Learning with Hard Mining Center-Triplet Loss for Person Re-identification. IEEE Transactions on Multimedia, 2020. [pdf][code]
Cairong Zhao*, Kang Chen, Di Zang et al. Uncertainty-optimized deep learning model for small-scale person re-identification. Sciences China. Information Sciences, 2019, 1: 13. [pdf]
Cairong Zhao*, Xuekuan Wang*, Wangmeng Zuo, Fumin Shen, Ling Shao, Duoqian Miao. Similarity Learning with Joint Transfer Constraints for Person Re-Identification. Pattern Recognition 2020, 97:107014. [pdf]
Hongyun Zhang*, Ting Zhang, Witold Pedrycz,Cairong Zhao*.Duoqian Miao. Improved Adaptive Image Retrieval with the Use of Shadowed Sets[J]. Pattern Recognition, 2019. [pdf]
Cairong Zhao*, XuekuanWang*, Duoqian Miao, Hanli Wang, Weishi Zheng, Yong Xu, David Zhang. Maximal granularity structure and generalized multi-view discriminant analysis for person re-identification[J]. Pattern Recognition, 2018, 79: 79-96. [pdf]
Cairong Zhao*, XuekuanWang*,Wai Keung Wong, Weishi Zheng Jian Yang, Duoqian Miao. Multiple Metric Learning based on Bar-shape Descriptor for Person Re-Identification. Pattern recognition 2017, 71:218-234. [pdf]
近年发表会议论文
Deep Perturbation Learning: Enhancing the Network Performance via Image Perturbations. Zifan Song, Xiao Gong, Guosheng Hu, Cairong Zhao*. International Conference on Machine Learning, 2023. [pdf][code]
Yuanpeng Tu, Boshen Zhang, Yuxi Li, Liang Liu, Jian Li, Jiangning Zhang, Yabiao Wang, Chengjie Wang, Cairong Zhao*. Learning with Noisy labels via Self-supervised Adversarial Noisy Masking. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023. [pdf][code]
Yuanpeng Tu, Boshen Zhang, Yuxi Li, Liang Liu, Jian Li, Yabiao Wang, Chengjie Wang, Cairong Zhao*. Learning from Noisy Labels with Decoupled Meta Label Purifier. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023. [pdf][code]
Shuguang Dou, Xinyang Jiang, Cairong Zhao, Dongsheng Li. EA-HAS-Bench: Energy-aware Hyperparameter and Architecture Search Benchmark. ICLR 2023, spotlight. [pdf][code]
Junyao Gao, Xinyang Jiang, Huishuai Zhang, Yifan Yang, Shuguang Dou, Dongsheng Li, Duoqian Miao, Cheng Deng, Cairong Zhao*. Similarity Distribution based Membership Inference Attack on Person Re-identification. Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023, oral. [pdf][code]
Yufeng Jin, Guosheng Hu, Haonan Chen, Duoqian Miao, Liang Hu, Cairong Zhao*. Cross-Modal Distillation for Speaker Recognition.Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023. [pdf][code]
Chutian Wang, Cairong Zhao*, Guosheng Hu: Multi-Definition Video Deepfake Detection via Semantics Reduction and Cross-Domain Training. IEEE International Conference on Multimedia and Expo,2022 (Oral). [pdf][code]
Cairong Zhao*, Shuyang Feng, Brian Nlong Zhao, Zhijun Ding, Jun Wu, Fuming Shen, and Hengtao Shen. Scene Text Image Super-Resolution via Parallelly Contextual Attention Network. In Proceedings of the 29th ACM International Conference on Multimedia, 2021, Oral. [pdf][code]
Yipeng Chen, Cairong Zhao*, Tianli Sun.Single Image Based Metric Learning via Overlapping Blocks Model for Person Re-Identification. CVPR2019 workshop. [pdf]
Cairong Zhao*, Xuekuan Wang, Yipeng Chen, Can Gao, Wangmeng Zuo, Duoqian Miao. Consistent Iterative Multi-view Transfer Learning for Person Re-identification. ICCV Workshops2017: 1087-1094. [pdf]