基本信息
电子邮件:csxu@nlpr.ia.ac.cn
联系电话:010-62645883
手机号码:
通信地址:北京中关村东路95号中国科学院自动化研究所模式识别国家重点实验室
邮政编码:100190
网页:http://nlpr-web.ia.ac.cn/mmc/homepage/csxu.html 

IEEE Fellow和ACM Distinguished Scientist, 担任国际刊物"ACM/Springer Multimedia Systems Journal","International Journal of Multimedia Tools and Applications", "Journal of Multimedia"和"International Journal of Multimedia Intelligence and Security"编委, 担任国际顶级多媒体会议"2009 ACM Multimedia Conference"程序委员会主席,担任2010年全国多媒体会议程序委员会主席,担任2008年泛太地区多媒体国际会议(Pacific-Rim Multimedia Conference)大会主席,担任过多个知名多媒体国际会议的组织委员会和程序委员会成员,并在一些重要的国际多媒体会议上组织了多个专题研讨会。在多媒体分析、计算机视觉、模式识别、图像处理和数字水印等领域发表论文200多篇,获得发明专利11项。

研究领域

多媒体分析与检索、计算机视觉、模式识别

招生信息

   
招生专业
081104-模式识别与智能系统
081203-计算机应用技术

工作经历

   
工作简历
中国科学院自动化研究所模式识别国家重点实验室研究员、博士生导师
中国-新加坡数字媒体研究院执行院长
社会兼职

Associate Editor, ACM/Springer Multimedia Systems Journal

IEEE Senior Member

中国科学院研究生院客座教授
同济大学兼职教授
北京交通大学兼职教授
台湾成功大学兼职教授

教授课程

媒体分析技术与进展

出版信息

   
发表论文
[1] Zhang, Feifei, Xu, Mingliang, Xu, Changsheng. Tell, Imagine, and Search: End-to-end Learning for Composing Text and Image to Image Retrieval. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS[J]. 2022, 18(2): [2] Xu, Yifan, Wei, Huapeng, Lin, Minxuan, Deng, Yingying, Sheng, Kekai, Zhang, Mengdan, Tang, Fan, Dong, Weiming, Huang, Feiyue, Xu, Changsheng. Transformers in computational visual media: A survey. COMPUTATIONAL VISUAL MEDIAnull. 2022, 8(1): 33-62, [3] Zuo, Yukun, Yao, Hantao, Xu, Changsheng. Attention-Based Multi-Source Domain Adaptation. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2021, 30: 3793-3803, https://www.webofscience.com/wos/woscc/full-record/WOS:000633391800005.
[4] Gao, Junyu, Zhang, Tianzhu, Xu, Changsheng. Learning to Model Relationships for Zero-Shot Video Classification. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2021, 43(10): 3476-3491, [5] 钱胜胜, 张天柱, 徐常胜. 多媒体社会事件分析综述. 计算机科学. 2021, 48(3): 97-112, http://lib.cqvip.com/Qikan/Article/Detail?id=7103984851.
[6] Gao, Junyu, Yang, Xiaoshan, Zhang, Yingying, Xu, Changsheng. Unsupervised Video Summarization via Relation-Aware Assignment Learning. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2021, 23: 3203-3214, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000698902000020.
[7] Xu Changsheng. ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-Shot Learning. CVPR. 2021, [8] Yao, Hantao, Xu, Changsheng. Joint Person Objectness and Repulsion for Person Search. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2021, 30: 685-696, http://dx.doi.org/10.1109/TIP.2020.3038347.
[9] Pan, Xingjia, Tang, Fan, Dong, Weiming, Ma, Chongyang, Meng, Yiping, Huang, Feiyue, Lee, TongYee, Xu, Changsheng. Content-Based Visual Summarization for Image Collections. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS[J]. 2021, 27(4): 2298-2312, https://www.webofscience.com/wos/woscc/full-record/WOS:000623420400004.
[10] Xu Changsheng. Multi-Level Counterfactual Contrast for Visual Commonsense Reasoning. ACM Multimedia. 2021, [11] Jiang, Xiaoheng, Zhang, Li, Zhang, Tianzhu, Lv, Pei, Zhou, Bing, Pang, Yanwei, Xu, Mingliang, Xu, Changsheng. Density-Aware Multi-Task Learning for Crowd Counting. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2021, 23: 443-453, http://dx.doi.org/10.1109/TMM.2020.2980945.
[12] Huang, Yi, Yang, Xiaoshan, Gao, Junyu, Sang, Jitao, Xu, Changsheng. Knowledge-driven Egocentric Multimodal Activity Recognition. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS[J]. 2021, 16(4): https://www.webofscience.com/wos/woscc/full-record/WOS:000614088800017.
[13] Xu Changsheng. Dual Adversarial Graph Neural Networks for Multi-label Cross-modal Retrieval. AAAI. 2021, [14] Chen, Dong, Tang, Fan, Dong, Weiming, Yao, Hanxing, Xu, Changsheng. SiamCPN: Visual tracking with the Siamese center-prediction network. COMPUTATIONAL VISUAL MEDIA[J]. 2021, 7(2): 253-265, http://dx.doi.org/10.1007/s41095-021-0212-1.
[15] Xu Changsheng. Zero-shot Video Emotion Recognition via Multimodal Protagonist-aware Transformer Network. ACM Multimedia Conference(MM). 2021, [16] Xu Changsheng. Global Relation-Aware Attention Network for Image-Text Retrieval. ICMR. 2021, [17] Jiao, Yifan, Yao, Hantao, Xu, Changsheng. PEN: Pose-Embedding Network for Pedestrian Detection. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2021, 31(3): 1150-1162, http://dx.doi.org/10.1109/TCSVT.2020.3000223.
[18] Deng, Yingying, Tang, Fan, Dong, Weiming, Ma, Chongyang, Huang, Feiyue, Deussen, Oliver, Xu, Changsheng. Exploring the Representativity of Art Paintings. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2021, 23: 2794-2805, [19] Gao, Yuqi, Sang, Jitao, Fu, Chengpeng, Wang, Zhengjia, Ren, Tongwei, Xu, Changsheng. Metadata Connector: Exploiting Hashtag and Tag for Cross-OSN Event Search. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2021, 23: 510-523, https://www.webofscience.com/wos/woscc/full-record/WOS:000601877600040.
[20] Chen, Chaofan, Qian, Shengsheng, Fang, Quan, Xu, Changsheng. HAPGN: Hierarchical Attentive Pooling Graph Network for Point Cloud Segmentation. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2021, 23: 2335-2346, [21] Qian, Shengsheng, Hu, Jun, Fang, Quan, Xu, Changsheng. Knowledge-aware Multi-modal Adaptive Graph Convolutional Networks for Fake News Detection. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS[J]. 2021, 17(3): [22] Fu, Sichao, Liu, Weifeng, Guan, Weili, Zhou, Yicong, Tao, Dapeng, Xu, Changsheng. Dynamic Graph Learning Convolutional Networks for Semi-supervised Classification. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS[J]. 2021, 17(1): http://dx.doi.org/10.1145/3412846.
[23] Hu, Jun, Qian, Shengsheng, Fang, Quan, Xu, Changsheng. Heterogeneous Community Question Answering via Social-Aware Multi-Modal Co-Attention Convolutional Matching. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2021, 23: 2321-2334, [24] You, Sisi, Yao, Hantao, Xu, Changsheng. Multi-Target Multi-Camera Tracking With Optical-Based Pose Association. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2021, 31(8): 3105-3117, [25] Deng, Yingying, Tang, Fan, Dong, Weiming, Huang, Haibin, Ma, Chongyang, Xu, Changsheng. Arbitrary Video Style Transfer via Multi-Channel Correlation. 2021, http://arxiv.org/abs/2009.08003.
[26] Li, Yaoyu, Yao, Hantao, Xu, Changsheng. TEST: Triplet Ensemble Student-Teacher Model for Unsupervised Person Re-Identification. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2021, 30: 7952-7963, http://dx.doi.org/10.1109/TIP.2021.3112039.
[27] Xu Changsheng. Weakly-Supervised Video Object Grounding via Stable Context Learning. ACM Multimedia. 2021, [28] Hu, Jun, Qian, Shengsheng, Fang, Quan, Wang, Youze, Zhao, Quan, Zhang, Huaiwen, Xu, Changsheng. Efficient Graph Deep Learning in TensorFlow with tf_geometric. 2021, http://arxiv.org/abs/2101.11552.
[29] Yuan, Zhaoquan, Sun, Siyuan, Duan, Lixin, Li, Changsheng, Wu, Xiao, Xu, Changsheng. Adversarial Multimodal Network for Movie Story Question Answering. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2021, 23: 1744-1756, http://dx.doi.org/10.1109/TMM.2020.3002667.
[30] Wang, Wei, Gao, Junyu, Yang, Xiaoshan, Xu, Changsheng. Learning Coarse-to-Fine Graph Neural Networks for Video-Text Retrieval. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2021, 23: 2386-2397, [31] Li, Yaoyu, Yao, Hantao, Zhang, Tianzhu, Xu, Changsheng. Part-based Structured Representation Learning for Person Re-identification. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS[J]. 2021, 16(4): http://dx.doi.org/10.1145/3412384.
[32] Xu Changsheng. Multimodal Global Relation Knowledge Distillation for Egocentric Action Anticipation. ACM Multimedia Conference(MM). 2021, [33] Pan, Xingjia, Gao, Yingguo, Lin, Zhiwen, Tang, Fan, Dong, Weiming, Yuan, Haolei, Huang, Feiyue, Xu, Changsheng. Unveiling the Potential of Structure Preserving for Weakly Supervised Object Localization. 2021, http://arxiv.org/abs/2103.04523.
[34] Jiao, Yifan, Yao, Hantao, Xu, Changsheng. SAN: Selective Alignment Network for Cross-Domain Pedestrian Detection. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2021, 30: 2155-2167, https://www.webofscience.com/wos/woscc/full-record/WOS:000613403600005.
[35] Liu, Weifeng, Li, Jinfeng, Liu, Baodi, Guan, Weili, Zhou, Yicong, Xu, Changsheng. Unified Cross-domain Classification via Geometric and Statistical Adaptations. PATTERN RECOGNITION[J]. 2021, 110: http://dx.doi.org/10.1016/j.patcog.2020.107658.
[36] Lin, Minxuan, Deng, Yingying, Tang, Fan, Dong, Weiming, Xu, Changsheng, IEEE. Multi-Attribute Guided Painting Generation. THIRD INTERNATIONAL CONFERENCE ON MULTIMEDIA INFORMATION PROCESSING AND RETRIEVAL (MIPR 2020)null. 2020, 400-403, http://dx.doi.org/10.1109/MIPR49039.2020.00088.
[37] Zhang, Yingying, Fang, Quan, Qian, Shengsheng, Xu, Changsheng. Knowledge-aware Attentive Wasserstein Adversarial Dialogue Response Generation. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY[J]. 2020, 11(4): https://www.webofscience.com/wos/woscc/full-record/WOS:000583127700002.
[38] Li, Chunyang, Chen, Zhineng, Jia, Caiyan, Bao, Hongyun, Xu, Changsheng, IEEE. AUTOSOCCER: AN AUTOMATIC SOCCER LIVE BROADCASTING GENERATOR. 2020 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO WORKSHOPS (ICMEW)null. 2020, [39] Zhang, Feifei, Zhang, Tianzhu, Mao, Qirong, Xu, Changsheng. A Unified Deep Model for Joint Facial Expression Recognition, Face Synthesis, and Face Alignment. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2020, 29: 6574-6589, http://dx.doi.org/10.1109/TIP.2020.2991549.
[40] Gao, Junyu, Xu, Changsheng. CI-GNN: Building a Category-Instance Graph for Zero-Shot Video Classification. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2020, 22(12): 3088-3100, http://dx.doi.org/10.1109/TMM.2020.2969787.
[41] Zuo, Yukun, Yao, Hantao, Xu, Changsheng, IEEE. CATEGORY-LEVEL ADVERSARIAL SELF-ENSEMBLING FOR DOMAIN ADAPTATION. 2020 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME)null. 2020, [42] 于海涛, 杨小汕, 徐常胜. 基于多模态输入的对抗式视频生成方法. 计算机研究与发展[J]. 2020, 57(7): 1522-1530, http://lib.cqvip.com/Qikan/Article/Detail?id=7102144411.
[43] Zhang, Feifei, Zhang, Tianzhu, Mao, Qirong, Xu, Changsheng. Geometry Guided Pose-Invariant Facial Expression Recognition. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2020, 29: 4445-4460, http://dx.doi.org/10.1109/TIP.2020.2972114.
[44] Nian, Fudong, Li, Teng, Bao, BingKun, Xu, Changsheng. Relative coordinates constraint for face alignment. NEUROCOMPUTING[J]. 2020, 395: 119-127, http://dx.doi.org/10.1016/j.neucom.2017.12.071.
[45] Huang, Xiaowen, Qian, Shengsheng, Fang, Quan, Sang, Jitao, Xu, Changsheng. Meta-path Augmented Sequential Recommendation with Contextual Co-attention Network. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS[J]. 2020, 16(2): https://www.webofscience.com/wos/woscc/full-record/WOS:000583710600013.
[46] M Shamim Hossain, Stefan Gobel, Changsheng Xu, Abdulmotaleb El Saddik. IEEE ACCESS SPECIAL SECTION EDITORIAL: MOBILE MULTIMEDIA FOR HEALTHCARE. IEEE ACCESSnull. 2020, 8: 153799-153803, https://doaj.org/article/bf0baa235e8040ffb0c5aac8b8d12b97.
[47] Ma, Xinhong, Zhang, Tianzhu, Xu, Changsheng. Multi-Level Correlation Adversarial Hashing for Cross-Modal Retrieval. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2020, 22(12): 3101-3114, https://www.webofscience.com/wos/woscc/full-record/WOS:000591817700007.
[48] Pan, Xingjia, Ren, Yuqiang, Sheng, Kekai, Dong, Weiming, Yuan, Haolei, Guo, Xiaowei, Ma, Chongyang, Xu, Changsheng. Dynamic Refinement Network for Oriented and Densely Packed Object Detection. 2020, http://arxiv.org/abs/2005.09973.
[49] Xue, Feng, Hong, Richang, He, Xiangnan, Wang, Jianwei, Qian, Shengsheng, Xu, Changsheng. Knowledge-Based Topic Model for Multi-Modal Social Event Analysis. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2020, 22(8): 2098-2110, http://dx.doi.org/10.1109/TMM.2019.2951194.
[50] Long, Cuirong, Yang, Xiaoshan, Xu, Changsheng. Cross-domain personalized image captioning. MULTIMEDIA TOOLS AND APPLICATIONS[J]. 2020, 79(45-46): 33333-33348, http://dx.doi.org/10.1007/s11042-019-7441-7.
[51] Xu Changsheng. Find Objects and Focus on Highlights: Mining Object Semantics for Video Highlight Detection via Graph Neural Networks. AAAI Conference on Artificial Intelligence (AAAI). 2020, [52] Qi, Fan, Yang, Xiaoshan, Zhang, Tianzhu, Xu, Changsheng. Discriminative multimodal embedding for event classification. NEUROCOMPUTING[J]. 2020, 395: 160-169, http://dx.doi.org/10.1016/j.neucom.2017.11.078.
[53] Li, Yiming, Yang, Xiaoshan, Xu, Changsheng, Ro, YM, Cheng, WH, Kim, J, Chu, WT, Cui, P, Choi, JW, Hu, MC, DeNeve, W. Structured Neural Motifs: Scene Graph Parsing via Enhanced Context. MULTIMEDIA MODELING (MMM 2020), PT IInull. 2020, 11962: 175-188, [54] Pan, Xingjia, Tang, Fan, Dong, Weiming, Gu, Yang, Song, Zhichao, Meng, Yiping, Xu, Pengfei, Deussen, Oliver, Xu, Changsheng. Self-Supervised Feature Augmentation for Large Image Object Detection. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2020, 29: 6745-6758, http://dx.doi.org/10.1109/TIP.2020.2993403.
[55] 张莹莹, 钱胜胜, 方全, 徐常胜. 基于多模态知识感知注意力机制的问答方法. 计算机研究与发展[J]. 2020, 57(5): 1037-1045, http://lib.cqvip.com/Qikan/Article/Detail?id=7101739585.
[56] Wang, Jinguang, Hu, Jun, Qian, Shengsheng, Fang, Quan, Xu, Changsheng. Multimodal graph convolutional networks for high quality content recognition. NEUROCOMPUTING[J]. 2020, 412: 42-51, http://dx.doi.org/10.1016/j.neucom.2020.04.145.
[57] Zhang, Tianzhu, Xu, Changsheng, Yang, MingHsuan. Robust Structural Sparse Tracking. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2019, 41(2): 473-486, https://www.webofscience.com/wos/woscc/full-record/WOS:000456150600015.
[58] Ma, Xinhong, Zhang, Tianzhu, Xu, Changsheng. Deep Multi-Modality Adversarial Networks for Unsupervised Domain Adaptation. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2019, 21(9): 2419-2431, http://dx.doi.org/10.1109/TMM.2019.2902100.
[59] Ma, Xinhong, Zhang, Tianzhu, Xu, Changsheng, IEEE Comp Soc. GCAN: Graph Convolutional Adversarial Network for Unsupervised Domain Adaptation. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019)null. 2019, 8258-8268, [60] Li, Yaoyu, Yao, Hantao, Duan, Lingyu, Yao, Hanxing, Xu, Changsheng, ACM. Adaptive Feature Fusion via Graph Neural Network for Person Re-identification. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19)null. 2019, 2115-2123, http://dx.doi.org/10.1145/3343031.3350982.
[61] Gao, Junyu, Zhang, Tianzhu, Xu, Changsheng, IEEE Comp Soc. Graph Convolutional Tracking. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019)null. 2019, 4644-4654, [62] Xue, Feng, Wang, Jianwei, Qian, Shengsheng, Zhang, Tianzhu, Liu, Xueliang, Xu, Changsheng. Multi-modal max-margin supervised topic model for social event analysis. MULTIMEDIA TOOLS AND APPLICATIONS[J]. 2019, 78(1): 141-160, https://www.webofscience.com/wos/woscc/full-record/WOS:000457317500008.
[63] 潘兴甲, 张旭龙, 董未名, 姚寒星, 徐常胜. 小样本目标检测的研究现状. 南京信息工程大学学报(自然科学版). 2019, 11(6): 698-705, http://lib.cqvip.com/Qikan/Article/Detail?id=7100798653.
[64] Deng, Yingying, Tang, Fan, Dong, Weiming, Wu, Fuzhang, Deussen, Oliver, Xu, Changsheng. Selective clustering for representative paintings selection. MULTIMEDIA TOOLS AND APPLICATIONS[J]. 2019, 78(14): 19305-19323, http://dx.doi.org/10.1007/s11042-019-7271-7.
[65] Meng, Wenhua, Zhang, Shan, Yao, Xudong, Yang, Xiaoshan, Xu, Changsheng, Huang, Xiaowen, ACM. Biomedia ACM MM Grand Challenge 2019: Using Data Enhancement to Solve Sample Unbalance. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19)null. 2019, 2588-2592, http://dx.doi.org/10.1145/3343031.3356079.
[66] Huang, Yi, Yang, Xiaoshan, Xu, Changsheng, Nayak, AC, Sharma, A. Time-Guided High-Order Attention Model of Longitudinal Heterogeneous Healthcare Data. PRICAI 2019: TRENDS IN ARTIFICIAL INTELLIGENCE, PT Inull. 2019, 11670: 57-70, [67] Huang, Xiaowen, Fang, Quan, Qian, Shengsheng, Sang, Jitao, Li, Yan, Xu, Changsheng, ACM. Explainable Interaction-driven User Modeling over Knowledge Graph for Sequential Recommendation. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19)null. 2019, 548-556, http://dx.doi.org/10.1145/3343031.3350893.
[68] 曾明睿, 袁梦奇, 邵曦, 鲍秉坤, 徐常胜. 文本特征提取的研究进展. 南京信息工程大学学报:自然科学版. 2019, 11(6): 706-715, http://lib.cqvip.com/Qikan/Article/Detail?id=7100798654.
[69] Xu, Mingliang, Ge, Zhaoyang, Jiang, Xiaoheng, Cui, Gaoge, Lv, Pei, Zhou, Bing, Xu, Changsheng. Depth Information Guided Crowd Counting for complex crowd scenes. PATTERN RECOGNITION LETTERS[J]. 2019, 125: 563-569, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000482374500077.
[70] Hu, Jun, Qian, Shengsheng, Fang, Quan, Liu, Xueliang, Xu, Changsheng. A(2) CMHNE: Attention-Aware Collaborative Multimodal Heterogeneous Network Embedding. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS[J]. 2019, 15(2): http://dx.doi.org/10.1145/3321506.
[71] Yao, Hantao, Dai, Feng, Zhang, Shiliang, Zhang, Yongdong, Tian, Qi, Xu, Changsheng. DR2-Net: Deep Residual Reconstruction Network for image compressive sensing. NEUROCOMPUTING[J]. 2019, 359: 483-493, http://dx.doi.org/10.1016/j.neucom.2019.05.006.
[72] Gao, Junyu, Zhang, Tianzhu, Xu, Changsheng, AAAI. I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs. THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCEnull. 2019, 8303-8311, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000486572502102.
[73] Zhang, Tianzhu, Xu, Changsheng, Yang, MingHsuan. Learning Multi-Task Correlation Particle Filters for Visual Tracking. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2019, 41(2): 365-378, https://www.webofscience.com/wos/woscc/full-record/WOS:000456150600008.
[74] Yang, Xiaoshan, Xu, Changsheng. Image Captioning by Asking Questions. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS[J]. 2019, 15(2): https://www.webofscience.com/wos/woscc/full-record/WOS:000482001900008.
[75] Jiang, Hao, Wang, Wenjie, Liu, Meng, Nie, Liqiang, Duan, LingYu, Xu, Changsheng, ACM. Market2Dish: A Health-aware Food Recommendation System. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19)null. 2019, 2188-2190, http://dx.doi.org/10.1145/3343031.3350594.
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[242] Xu Changsheng, Wang Jinqiao. Landmark recognition and retrieval: From 2D to 3D. ACM Multimedia Conferenc (MM)null. 2011, 77-78, http://ir.ia.ac.cn/handle/173211/4595.
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[245] Wei, Shikui, Zhao, Yao, Xu, Changsheng, Xu, Dong, IEEE. COPY DETECTION TOWARDS SEMANTIC MINING FOR VIDEO RETRIEVAL. 2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP)null. 2011, [246] Xu Changsheng. Robust Movie Character Identification and Its Sensitivity Analysis. IEEE International Conference on Multimedia and Expo. 2011, [247] Jing Liu, Hanqing Lu, Changsheng Xu, Chunjie Zhang, Jinqiao Wang. Image Classification Using Spatial Pyramid Coding and Visual Word Reweighting. Asian Conference on Computer Vision (ACCV)null. 2011, 239-249, http://ir.ia.ac.cn/handle/173211/4629.
[248] Liu Jing, Sang Jitao, Xu Changsheng. Exploiting user information for image tag refinement. ACM Multimedia Conferenc (MM)null. 2011, 1129-1132, http://ir.ia.ac.cn/handle/173211/4581.
[249] Wang Jinqiao, Lu Hanqing, Xu Changsheng. Using context saliency for movie shot classification. International Conference on Image Processing (ICIP)null. 2011, 3653-3656, http://ir.ia.ac.cn/handle/173211/4611.
[250] Xu CS, Lu HQ, Cheng J. TVParser: An Automatic TV Video Parsing Method. IEEE Conference on Computer Vision and Pattern Recognition (CVPR)null. 2011, http://ir.ia.ac.cn/handle/173211/4626.
[251] Yu, Lei, Liu, Jing, Xu, Changsheng, IEEE. DESCRIPTIVE LOCAL FEATURE GROUPS FOR IMAGE CLASSIFICATION. 2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP)null. 2011, [252] Xu Changsheng. Generative group activity analysis with quaternion descriptor. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)null. 2011, http://ir.ia.ac.cn/handle/173211/4193.
[253] Lu HQ, Xu CS, Ma SD, Zhang CJ, Liu J. Image Classification by Non-Negative Sparse Coding, Low-Rank and Sparse Decomposition. IEEE Conference on Computer Vision and Pattern Recognition (CVPR)null. 2011, 1673-1680, http://ir.ia.ac.cn/handle/173211/4625.
[254] Xu Changsheng, Lu Hanqing. Size adaptive selection of most informative features. AAAI Conference on Artificial Intelligencenull. 2011, 392-397, http://ir.ia.ac.cn/handle/173211/4607.
[255] Liang, Chao, Xu, Changsheng, Cheng, Jian, Lu, Hanqing, IEEE. TVParser: An Automatic TV Video Parsing Method. 2011 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)null. 2011, [256] Liu Jing, Lu Hanqing, Xu Changsheng. News contextualization with geographic and visual information. ACM Multimedia Conferenc (MM)null. 2011, 133-142, http://ir.ia.ac.cn/handle/173211/4204.
[257] Liu Jing, Xu Changsheng. Descriptive local feature groups for image classification. International Conference on Image Processing (ICIP)null. 2011, 2501-2504, http://ir.ia.ac.cn/handle/173211/4578.
[258] Zhang, Tianzhu, Liu, Si, Xu, Changsheng, Lu, Hanqing. Boosted multi-class semi-supervised learning for human action recognition. PATTERN RECOGNITION[J]. 2011, 44(10-11): 2334-2342, http://dx.doi.org/10.1016/j.patcog.2010.06.018.
[259] Chen, Shi, Wang, Jinqiao, Ouyang, Yi, Wang, Bo, Xu, Changsheng, Lu, Hanqing. Boosting part-sense multi-feature learners toward effective object detection. COMPUTER VISION AND IMAGE UNDERSTANDING[J]. 2011, 115(3): 364-374, http://dx.doi.org/10.1016/j.cviu.2010.11.006.
[260] Xu Changsheng, Lu Hanqing. Snap & play: Auto-generate personalized find-the-difference mobile game. ACM Multimedia Conferenc (MM)null. 2011, 993-996, http://ir.ia.ac.cn/handle/173211/4608.
[261] Zhang Xinming, Liu Yang, Liang Chao, Xu Changsheng, Lee KT, Tsai WH, Liao HYM, Chen T, Hsieh JW, Tseng CC. A Visualized Communication System Using Cross-Media Semantic Association. ADVANCES IN MULTIMEDIA MODELING, PT IInull. 2011, 6524: 88-98, [262] Xu Changsheng. Copy detection towards semantic mining for video retrieval. International Conference on Image Processing (ICIP)null. 2011, 2533-2536, http://ir.ia.ac.cn/handle/173211/4186.
[263] Liu, Yang, Xu, Changsheng, Lu, Hanqing. Audio-visual large-scale video copy detection. INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS[J]. 2011, 88(18): 3803-3816, http://www.irgrid.ac.cn/handle/1471x/974234.
[264] Zhang Tianzhu, Lu Hanqing, Xu Changsheng. A generic framework for event detection in various video domains. ACM Multimedia Conferenc (MM)null. 2010, 103-112, http://ir.ia.ac.cn/handle/173211/4569.
[265] Chao Liang, Changsheng Xu, Hanqing Lu. Personalized Sports Video Customization Using Content and Context Analysis. INTERNATIONAL JOURNAL OF DIGITAL MULTIMEDIA BROADCASTING[J]. 2010, 2010: https://doaj.org/article/3a867cff87dc4427b3e7f1cb6811c1c0.
[266] Xu Changsheng. Using scripts for affective content retrieval. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)null. 2010, 43-51, http://ir.ia.ac.cn/handle/173211/4223.
[267] Zhang Tianzhu, Lu Hanqing, Xu Changsheng. Human action recognition via multi-view learning. International Conference on Internet Multimedia Computing and Service (ICIMCS)null. 2010, 23-28, http://ir.ia.ac.cn/handle/173211/4588.
[268] Xu Changsheng, Lu Hanqing. Compact codebook generation towards scale-invariance. Pacific-Rim Symposium on Image and Video Technology (PSIVT)null. 2010, 376-380, http://ir.ia.ac.cn/handle/173211/4574.
[269] Xu Changsheng, Lu Hanqing. Extracting key sub-trajectory features for supervised tactic detection in sports video. International Conference on Pattern Recognition (ICPR)null. 2010, 125-128, http://ir.ia.ac.cn/handle/173211/4582.
[270] Liu Chunxi, Huang Qingming, Jiang Shuqiang, Xu Changsheng, IEEE. EVENT BASED NEWS VIDEO PEOPLE CLASSIFICATION AND RANKING USING MULTIMODALITY FEATURES. 2010 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME 2010)null. 2010, 149-154, [271] Xu Changsheng. Visual Attention Based Small Object Segmentation in Natural Images. IEEE International Conference on Image Processing. 2010, [272] Xu Changsheng, Lu Hanqing. Feature selection under learning to rank model for multimedia retrieve. International Conference on Internet Multimedia Computing and Service (ICIMCS)null. 2010, 69-72, http://ir.ia.ac.cn/handle/173211/4584.
[273] Xu Changsheng. Event based news video people classification and ranking using multimodality features. IEEE International Conference on Multimedia and Expo (ICME)null. 2010, 149-154, http://ir.ia.ac.cn/handle/173211/4189.
[274] Liu, Yang, Cheng, Jian, Xu, Changsheng, Lu, Hanqing. Building topographic subspace model with transfer learning for sparse representation. NEUROCOMPUTING[J]. 2010, 73(10-12): 1662-1668, http://dx.doi.org/10.1016/j.neucom.2009.11.041.
[275] Guo, Wen, Xu, Changsheng, Ma, Songde, Xu, Min, Qiu, GP, Lam, KM, Kiya, H, Xue, XY, Kuo, CCJ, Lew, MS. Visual Attention Based Motion Object Detection and Trajectory Tracking. ADVANCES IN MULTIMEDIA INFORMATION PROCESSING-PCM 2010, PT IInull. 2010, 6298: 462-+, [276] Xu Changsheng, Ma Songde. Hausdorff matching based SVD-covariance descriptor for object tracking. International Conference on Internet Multimedia Computing and Service (ICIMCS)null. 2010, 41-44, http://ir.ia.ac.cn/handle/173211/4197.
[277] Zhang Tianzhu, Xu Changsheng, Zhu Guangyu, Liu Si, Lu Hanqing. Towards Yahoo! Challenge: A Generic Event Detection and Segmentation System for Video Navigation and Search. 2010, http://ir.ia.ac.cn/handle/173211/20481.
[278] Lu HanQing, Xu ChangSheng. Coherent bag-of audio words model for efficient large-scale video copy detection. ACM International Conference on Image and Video Retrieval (CIVR)null. 2010, 89-96, http://ir.ia.ac.cn/handle/173211/4573.
[279] Xiao, Xian, Xu, Changsheng, Rui, Yong, IEEE. VIDEO BASED 3D RECONSTRUCTION USING SPATIO-TEMPORAL ATTENTION ANALYSIS. 2010 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME 2010)null. 2010, 1091-1096, [280] Xu Changsheng. The third eye: Mining the visual cognition across multi-language communities. ACM Multimedia Conferenc (MM)null. 2010, 431-440, http://ir.ia.ac.cn/handle/173211/4218.
[281] Xu Changsheng, Wang Jinqiao. Landmark image classification using 3D point clouds. ACM Multimedia Conferenc (MM)null. 2010, 719-722, http://ir.ia.ac.cn/handle/173211/4594.
[282] Jing Liu, Hanqing Lu, Changsheng Xu. Cross-media retrieval: state-of-the-art and open issues. International Journal of Multimedia Intelligence & Security[J]. 2010, 1(1): 33-52, http://ir.ia.ac.cn/handle/173211/13438.
[283] Liu, Huiying, Xu, Min, Huang, Qingming, Jin, Jesse S, Jiang, Shuqiang, Xu, Changsheng, IEEE. A CLOSE-UP DETECTION METHOD FOR MOVIES. 2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSINGnull. 2010, 1505-1508, [284] Xu Changsheng, Sang Jitao. Character-based movie summarization. ACM Multimedia Conferenc (MM)null. 2010, 855-858, http://ir.ia.ac.cn/handle/173211/4183.
[285] Xu Changsheng. A close-up detection method for movies. International Conference on Image Processing (ICIP)null. 2010, 1505-1508, http://ir.ia.ac.cn/handle/173211/4172.
[286] Xu Changsheng. Adaptive Local Hyperplanes for MTV affective analysis. International Conference on Internet Multimedia Computing and Service (ICIMCS)null. 2010, 167-170, http://ir.ia.ac.cn/handle/173211/4174.
[287] Xu, Changsheng, Steinbach, Eckehard, El Saddik, Abdulmotaleb, Zhou, Michelle. Introduction to the Best Papers of ACM Multimedia 2009. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONSnull. 2010, 6(3): https://www.webofscience.com/wos/woscc/full-record/WOS:000281799300001.
[288] Wang Jinqiao, Xu Changsheng, Lu Hanqing. Fast feature selection and training for AdaBoost-based concept detection with large scale datasets. ACM Multimedia Conferenc (MM)null. 2010, 1179-1182, http://ir.ia.ac.cn/handle/173211/4583.
[289] Xu CS. VIDEO BASED 3D RECONSTRUCTION USING SPATIO-TEMPORAL ATTENTION ANALYSIS. IEEE International Conference on Multimedia and Expo (ICME)null. 2010, 1091-1096, http://ir.ia.ac.cn/handle/173211/4226.
[290] Yu Lei, Liu Jing, Xu Changsheng, Qiu GP, Lam KM, Kiya H, Xue XY, Kuo CCJ, Lew MS. Discovering Phrase-Level Lexicon for Image Annotation. ADVANCES IN MULTIMEDIA INFORMATION PROCESSING-PCM 2010, PT Inull. 2010, 6297: 183-192, [291] Liu, Huiying, Qiu, Xuekan, Huang, Qingming, Jiang, Shuqiang, Xu, Changsheng, IEEE. ADVERTISE GENTLY - IN-IMAGE ADVERTISING WITH LOW INTRUSIVENESS. 2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6null. 2009, 3105-+, http://dx.doi.org/10.1109/ICIP.2009.5414457.
[292] Xu Changsheng. Advertise gently - In-image advertising with low intrusiveness. International Conference on Image Processing (ICIP)null. 2009, 3105-3108, http://ir.ia.ac.cn/handle/173211/4175.
[293] Lu Hanqing, Cheng Jian, Xu Changsheng, Zhang Yifan. Sports video analysis: Semantics extraction, editorial content creation and adaptation. Journal of Multimedia[J]. 2009, 4(2): 69-79, http://ir.ia.ac.cn/handle/173211/3321.
[294] Liang Shi, Jinqiao Wang, Lei Xu, Hanqing Lu, Changsheng Xu. Context saliency based image summarization. IEEE International Conference on Multimedia and Expo (ICME)null. 2009, 270-273, http://ir.ia.ac.cn/handle/173211/4576.
[295] Zhu, Guangyu, Xu, Changsheng, Huang, Qingming, Rui, Yong, Jiang, Shuqiang, Gao, Wen, Yao, Hongxun. Event Tactic Analysis Based on Broadcast Sports Video. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2009, 11(1): 49-67, http://www.irgrid.ac.cn/handle/1471x/973583.
[296] Zhang, Xiaoyu, Xu, Changsheng, Cheng, Jian, Lu, Hanqing, Ma, Songde. Effective annotation and search for video blogs with integration of context and content analysis. IEEE Transactions on Multimedia (TMM)[J]. 2009, 11(2): 272-285, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000262714800008.
[297] Zhang, YiFan, Xu, Changsheng, Zhang, Xiaoyu, Lu, Hanqing. Personalized retrieval of sports video based on multi-modal analysis and user preference acquisition. Multimedia Tools and Applications (MTA)[J]. 2009, 44(2): 305-330, http://www.irgrid.ac.cn/handle/1471x/974243.
[298] Lu Hanqing, Xu Changsheng. Welcome message from conference chairs. International Conference on Internet Multimedia Computing and Service (ICIMCS)null. 2009, http://ir.ia.ac.cn/handle/173211/4614.
[299] Zhang, YiFan, Xu, Changsheng, Lu, Hanqing, Huang, YehMin. Character Identification in Feature-Length Films Using Global Face-Name Matching. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2009, 11(7): 1276-1288, http://www.irgrid.ac.cn/handle/1471x/973579.
[300] Xu, Changsheng, Zhang, YiFan, Zhu, Guangyu, Rui, Yong, Lu, Hanqing, Huang, Qingming. Using Webcast Text for Semantic Event Detection in Broadcast Sports Video. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2008, 10(7): 1342-1355, http://ir.ia.ac.cn/handle/173211/9543.
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发表著作
1. Y. Huang, C. Xu, K. Cheng, J. Yang, M. Swamy, S. Li, J. Ding (Eds.), Lecture Note in Computer Science 5353, Advances in Multimedia Information Processing-PCM 2008, Springer, 2008.

科研活动

   
科研项目
网络视频的语义搜索与内容监管关键技术研究

海量跨媒体数据挖掘关键技术研究

基于2D视频视觉关注度的3D重建方法研究

基于多模态的沉浸式环境生成系统

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肖宪  博士研究生  081104-模式识别与智能系统  

俞雷  博士研究生  081203-计算机应用技术  

桑基韬  博士研究生  081104-模式识别与智能系统  

应龙  博士研究生  081104-模式识别与智能系统  

方全  硕士研究生  081104-模式识别与智能系统  

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孙超  博士研究生  081104-模式识别与智能系统