张天柱


E-Mailtzzhang@ustc.edu.cn 

个人主页:http://staff.ustc.edu.cn/~tzzhang/

办公室地址:科技实验楼西楼1202



主要研究方向:模式识别,计算机视觉,机器学习,多媒体计算,人工智能等


张天柱,中国科学技术大学教授,博导。主要研究方向是模式识别、计算机视觉、多媒体计算和机器学习等。在国内外学术期刊和会议上发表论文90余篇,包括TPAMIIJCVTIPCVPRICCVMMACM/IEEE汇刊和中国计算机学会CCF-A类会议论文70余篇。论文谷歌学术引用5800+,第一作者论文单篇谷歌学术最高引用730+6篇论文入选ESI高被引。获CCF-A类会议ACM MM 2016最佳论文奖和China MM 2017最佳论文奖。获中科院院长优秀奖,中科院优博,中科院青促会会员,中国电子学会自然科学一等奖等。担任CVPR 2020ECCV 2020ICCV 2019ACM Multimedia 2020/2019等领域主席,担任IEEE T-CSVTNeurocomputing等期刊编委。获MMSJ Best Reviewer AwardsECCV 2016CVPR 2018 Outstanding Reviewer Awards


主要论著:

【1】Xi Wei, Tianzhu Zhang, Yan Li, Yongdong Zhang, Feng Wu: Multi-Modality Cross Attention Network for Image and Sentence Matching. CVPR 2020.

【2】Jiamin Wu, Tianzhu Zhang, Zheng-Jun Zha, Jiebo Luo, Yongdong Zhang, Feng Wu: Self-supervised Domain-aware Generative Network for Generalized Zero-shot Learning. CVPR 2020.

【3】Chunxiao Liu, Zhendong Mao, Tianzhu Zhang, Hongtao Xie, Bin Wang, Yongdong Zhang: Graph Structured Network for Image-Text Matching. CVPR 2020.

【4】Yan Lu, Yue Wu, Bin Liu, Tianzhu Zhang, Baopu Li, Qi Chu, Nenghai Yu: Cross-modality Person re-identification with Shared-Specific Feature Transfer. CVPR 2020.

【5】Xiaoheng Jiang, Li Zhang, Mingliang Xu, Tianzhu Zhang, Pei Lv, Bing Zhou, Xin Yang, Yanwei Pang: Attention Scaling for Crowd Counting. CVPR 2020.

【6】Guan'an Wang, Tianzhu Zhang, Yang Yang, Jian Cheng, Jianlong Chang, Xu Liang, Zengguang Hou: Cross-Modality Paired-Images Generation for RGB-Infrared Person Re-Identification. AAAI, 2020

【7】Zhetao Li, Wei Wei, Tianzhu Zhang, Meng Wang, Sujuan Hou, Xin Peng: Online Multi-Expert Learning for Visual Tracking. IEEE Transactions on Image Processing, vol. 29, pp. 934-946, 2020

【8】Junyu Gao, Tianzhu Zhang, Changsheng Xu: Learning to Model Relationships for Zero-Shot Video Classification. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020

【9】Feifei Zhang, Tianzhu Zhang, Qirong Mao, Changsheng Xu: Geometry Guided Pose-Invariant Facial Expression Recognition. IEEE Transactions on Image Processing, 29: 4445-4460, 2020

【10】Xiaoheng Jiang, Li Zhang, Tianzhu Zhang, Pei Lv, Bing Zhou, Yanwei Pang, Mingliang Xu, and Changsheng Xu: Density-Aware Multi-Task Learning for Crowd Counting. IEEE Transactions on Multimedia, DOI: 10.1109/TMM.2020.2980945, 2020

【11】Xinhong Ma, Tianzhu Zhang, and Changsheng Xu. Multi-Level Correlation Adversarial Hashing for Cross-Modal Retrieval. IEEE Transactions on Multimedia, DOI: 10.1109/TMM.2020.2969792, 2020

【12】Tianzhu Zhang, Changsheng Xu, Ming-Hsuan Yang, Learning Multi-task Correlation Particle Filters for Visual Tracking, IEEE Transactions on Pattern Analysis and Machine Intelligence, 41(2): 365-378 (2019).

【13】Tianzhu Zhang, Changsheng Xu, Ming-Hsuan Yang, Robust Structural Sparse Tracking, IEEE Transactions on Pattern Analysis and Machine Intelligence, 41(2): 473-486 (2019).

【14】Xinhong Ma, Tianzhu Zhang, Changsheng Xu: Deep Multi-Modality Adversarial Networks for Unsupervised Domain Adaptation. IEEE Transactions on Multimedia, 21(9): 2419-2431 (2019).

【15】Junyu Gao, Tianzhu Zhang, Changsheng Xu: SMART: Joint Sampling and Regression for Visual Tracking. IEEE Transactions on Image Processing 28(8): 3923-3935 (2019)

【16】Junyu Gao, Tianzhu Zhang, Changsheng Xu: I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs. AAAI 2019: 8303-8311.

【17】Guan'an Wang, Tianzhu Zhang, Jian Cheng, Si Liu, Yang Yang, Zengguang Hou: RGB-Infrared Cross-Modality Person Re-Identification via Joint Pixel and Feature Alignment. ICCV 2019: 3622-3631.

【18】Junyu Gao, Tianzhu Zhang, Changsheng Xu: Graph Convolutional Tracking. CVPR 2019: 4649-4659

【19】Xinhong Ma, Tianzhu Zhang, Changsheng Xu: GCAN: Graph Convolutional Adversarial Network for Unsupervised Domain Adaptation. 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, CA, USA, 2019, pp. 8266-8276.

【20】Bin Wang, Guojun Qi, Sheng Tang, Tianzhu Zhang, Yunchao Wei, Linghui Li, Yongdong Zhang: Boundary Perception Guidance: A Scribble-Supervised Semantic Segmentation Approach. IJCAI 2019: 3663-3669

【21】Chunxiao Liu, Zhendong Mao, An-An Liu, Tianzhu Zhang, Bin Wang, Yongdong Zhang: Focus Your Attention: A Bidirectional Focal Attention Network for Image-Text Matching. ACM Multimedia 2019: 3-11

【22】Tianzhu Zhang, Si Liu, Changsheng Xu, Bin Liu, Ming-Hsuan Yang, Correlation Particle Filter for Visual Tracking, IEEE Transactions on Image Processing, 27(6): 2676-2687(2018).

【23】Wei Wang, Chunping Wang, Si Liu, Tianzhu Zhang, Xiaochun Cao. Robust Target Tracking by Online Random Forests and Superpixels. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 28(7): 1609-1622 (2018).

【24】Junyu Gao, Tianzhu Zhang, Xiaoshan Yang, Changsheng Xu: P2T: Part-to-Target Tracking via Deep Regression Learning, IEEE Transactions on Image Processing, 27(6): 3074-3086 (2018).

【25】Shengsheng Qian, Tianzhu Zhang, Changsheng Xu: Cross-Domain Collaborative Learning via Discriminative Nonparametric Bayesian Model. IEEE Transactions on Multimedia, 20(8): 2086-2099 (2018).

【26】Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu: Deep-Structured Event Modeling for User-Generated Photos. IEEE Transactions on Multimedia, 20(8): 2100-2113 (2018).  

【27】Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu: Text2Video: An End-to-end Learning Framework for Expressing Text With Videos. IEEE Transactions on Multimedia, 20(9): 2360-2370 (2018).  

 【28】Yifan Jiao, Zhetao Li, Shucheng Huang, Xiaoshan Yang, Bin Liu, Tianzhu Zhang: Three-Dimensional Attention-Based Deep Ranking Model for Video Highlight Detection. IEEE Transactions on Multimedia 20(10): 2693-2705 (2018)

【29】Shengsheng Qian, Tianzhu Zhang, Changsheng Xu: Online Multimodal Multiexpert Learning for Social Event Tracking. IEEE Transactions on Multimedia 20(10): 2733-2748 (2018)

【30】Feifei Zhang, Tianzhu Zhang, Qirong Mao, Changsheng Xu: Joint Pose and Expression Modeling for Facial Expression Recognition. CVPR 2018 : 3359-3368.

【31】Junyu Gao, Tianzhu Zhang, Changsheng Xu: Watch, Think and Attend: End-to-End Video Classification via Dynamic Knowledge Evolution Modeling. ACM Multimedia 2018: 690-699

【32】Feifei Zhang, Tianzhu Zhang, Qirong Mao, Lingyu Duan, Changsheng Xu: Facial Expression Recognition in the Wild: A Cycle-Consistent Adversarial Attention Transfer Approach. ACM Multimedia 2018: 126-135

【33】Yaoyu Li, Tianzhu Zhang, Lingyu Duan, Changsheng Xu: A Unified Generative Adversarial Framework for Image Generation and Person Re-identification. ACM Multimedia 2018: 163-172

【34】Yehui Yang, Wenrui Hu, Yuan Xie, Wensheng Zhang, Tianzhu Zhang: Temporal Restricted Visual Tracking Via Reverse-Low-Rank Sparse Learning. IEEE Transactions on Cybernetics 47(2): 485-498 (2017).  

【35】Yehui Yang, Wenrui Hu, Wensheng Zhang, Tianzhu Zhang, Yuan Xie. Discriminative Reverse Sparse Tracking via Weighted Multitask Learning. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) 27(5): 1031-1042 (2017).

【36】Junyu Gao, Tianzhu Zhang, Xiaoshan Yang, Changsheng Xu: Deep Relative Tracking. IEEE Transactions on Image Processing 26(4): 1845-1858 (2017).

【37】Tianzhu Zhang, Changsheng Xu, Ming-Hsuan Yang: Multi-task Correlation Particle Filter for Robust Object Tracking. CVPR 2017: 4819-4827.

【38】Junyu Gao, Tianzhu Zhang, Changsheng Xu: A Unified Personalized Video Recommendation via Dynamic Recurrent Neural Networks. ACM Multimedia 2017: 127-135

【39】Kui Jia, Tsung-Han Chan, Zinan Zeng, Shenghua Gao, Gang Wang, Tianzhu Zhang, Yi Ma: ROML: A Robust Feature Correspondence Approach for Matching Objects in A Set of Images. International Journal of Computer Vision 117(2): 173-197 (2016)

【40】Tianzhu Zhang, Bernard Ghanem, Si Liu, Changsheng Xu, Narendra Ahuja: Robust Visual Tracking via Exclusive Context Modeling. IEEE Transactions on Cybernetics 46(1): 51-63(2016).  

【41】Shengsheng Qian, Tianzhu Zhang, Changsheng Xu, Jie Shao: Multi-Modal Event Topic Model for Social Event Analysis. IEEE Transactions on Multimedia 18(2): 233-246 (2016).

【42】Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu, Shuicheng Yan, M. Shamim Hossain, Ahmed Ghoneim: Deep Relative Attributes. IEEE Transactions on Multimedia 18(9): 1832-1842 (2016).  

【43】Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu: Semantic Feature Mining for Video Event Understanding. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM) 12(4): 55:1-55:22 (2016).  

【44】Adel Bibi, Tianzhu Zhang, Bernard Ghanem: 3D Part-Based Sparse Tracker with Automatic Synchronization and Registration. CVPR 2016:1439-1448  

【45】Si Liu, Tianzhu Zhang, Xiaochun Cao, Changsheng Xu: Structural Correlation Filter for Robust Visual Tracking. CVPR 2016: 4312-4320   

【46】Tianzhu Zhang, Adel Bibi, Bernard Ghanem: In Defense of Sparse Tracking: Circulant Sparse Tracker. CVPR 2016: 3880-3888  

【47】Shengsheng Qian, Tianzhu Zhang, Changsheng Xu: Multi-modal Multi-view Topic-opinion Mining for Social Event Analysis. ACM Multimedia 2016: 2-11

【48】Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu: Abnormal Event Discovery in User Generated Photos. ACM Multimedia 2016: 47-51   

【49】Tianzhu Zhang, Si Liu, Narendra Ahuja, Ming-Hsuan Yang, Bernard Ghanem: Robust Visual Tracking Via Consistent Low-Rank Sparse Learning. International Journal of Computer Vision 111(2): 171-190 (2015)

【50】Chao Sun, Tianzhu Zhang, Changsheng Xu: Latent Support Vector Machine Modeling for Sign Language Recognition with Kinect. ACM Transactions on Intelligent Systems and Technology (TIST) 6(2): 20:1-20:20 (2015)  

【51】Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu: Cross-Domain Feature Learning in Multimedia. IEEE Transactions on Multimedia 17(1): 64-78 (2015)   

【52】Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu, M. Shamim Hossain: Automatic Visual Concept Learning for Social Event Understanding. IEEE Transactions on Multimedia 17(3): 346-358 (2015)   

【53】Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu, Ming-Hsuan Yang: Boosted Multifeature Learning for Cross-Domain Transfer. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM) 11(3): 35:1-35:18 (2015)   

【54】Tianzhu Zhang, Si Liu, Changsheng Xu, Shuicheng Yan, Bernard Ghanem, Narendra Ahuja, Ming-Hsuan Yang: Structural Sparse Tracking. CVPR 2015: 150-158  

【55】Shengsheng Qian, Tianzhu Zhang, Richang Hong, Changsheng Xu: Cross-Domain Collaborative Learning in Social Multimedia. ACM Multimedia 2015: 99-108   

【56】Tianzhu Zhang, Changsheng Xu: Cross-Domain Multi-Event Tracking via CO-PMHT. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM) 10(4): 31:1-31:19 (2014)

【57】Shengsheng Qian, Tianzhu Zhang, Changsheng Xu, M. Shamim Hossain: Social Event Classification via Boosted Multimodal Supervised Latent Dirichlet Allocation. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM) 11(2): 27:1-27:22 (2014)  

【58】Tianzhu Zhang, Kui Jia, Changsheng Xu, Yi Ma, Narendra Ahuja: Partial Occlusion Handling for Visual Tracking via Robust Part Matching. CVPR 2014: 1258-1265  

【59】Tianzhu Zhang, Bernard Ghanem, Si Liu, Narendra Ahuja: Robust Visual Tracking via Structured Multi-Task Sparse Learning. International Journal of Computer Vision 101(2): 367-383 (2013)   

【60】Tianzhu Zhang, Si Liu, Changsheng Xu, Hanqing Lu: Mining Semantic Context Information for Intelligent Video Surveillance of Traffic Scenes. IEEE Transactions on Industrial Informatics 9(1): 149-160(2013)   

【61】Tianzhu Zhang, Si Liu, Changsheng Xu, Hanqing Lu: M4L: Maximum margin Multi-instance Multi-cluster Learning for scene modeling. Pattern Recognition 46(10): 2711-2723 (2013)  

【62】Chao Sun, Tianzhu Zhang, Bing-Kun Bao, Changsheng Xu, Tao Mei: Discriminative Exemplar Coding for Sign Language Recognition With Kinect. IEEE Transactions on Cybernetics 43(5): 1418-1428 (2013)

【63】Tianzhu Zhang, Bernard Ghanem, Si Liu, Changsheng Xu, Narendra Ahuja: Low-Rank Sparse Coding for Image Classification. ICCV 2013: 281-288  

【64】Tianzhu Zhang, Changsheng Xu, Guangyu Zhu, Si Liu, Hanqing Lu: A Generic Framework for Video Annotation via Semi-Supervised Learning. IEEE Transactions on Multimedia 14(4): 1206-1219 (2012)  

【65】Si Liu, Shuicheng Yan, Tianzhu Zhang, Changsheng Xu, Jing Liu, Hanqing Lu: Weakly Supervised Graph Propagation Towards Collective Image Parsing. IEEE Transactions on Multimedia 14(2): 361-373 (2012)  

【66】Tianzhu Zhang, Bernard Ghanem, Si Liu, Narendra Ahuja: Low-Rank Sparse Learning for Robust Visual Tracking. ECCV (6) 2012: 470-484  

【67】Tianzhu Zhang, Bernard Ghanem, Si Liu, Narendra Ahuja: Robust visual tracking via multi-task sparse learning. CVPR 2012: 2042-2049  

【68】Si Liu, Jiashi Feng, Zheng Song, Tianzhu Zhang, Hanqing Lu, Changsheng Xu, Shuicheng Yan: Hi, magic closet, tell me what to wear! ACM Multimedia 2012: 619-628  

【69】Tianzhu Zhang, Jing Liu, Si Liu, Changsheng Xu, Hanqing Lu: Boosted Exemplar Learning for Action Recognition and Annotation.  IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) 21(7): 853-866 (2011)  

【70】Tianzhu Zhang, Si Liu, Changsheng Xu, Hanqing Lu: Boosted multi-class semi-supervised learning for human action recognition. Pattern Recognition 44(10-11): 2334-2342 (2011)  

【71】Tianzhu Zhang, Changsheng Xu, Guangyu Zhu, Si Liu, Hanqing Lu: A generic framework for event detection in various video domains. ACM Multimedia 2010: 103-112  

【72】Tianzhu Zhang, Hanqing Lu, Stan Z. Li: Learning semantic scene models by object classification and trajectory clustering. CVPR 2009: 1940-1947