Tianzhu Zhang   张天柱 Professor Department of Automation School of Information Science and Technology University of Science and Technology of China 443 Huangshan Road, Hefei, China 230027 Email: tzzhang@ustc.edu.cn

Biography

I am currently a Professor at University of Science and Technology of China (USTC). My research interest includes pattern recognition, computer vision, multimedia analysis, and machine learning. I have authored or co-authored over 70 journal and conference papers in these areas, including over 40 IEEE/ACM Transactions papers (TPAMI/TIP/IJCV) and over 30 top-tier computer vision conference papers (ICCV/CVPR/ECCV). I have served as the Area Chair for ECCV 2020, ACM Multimedia 2020, CVPR 2020, ICCV 2019, and ACM Multimedia 2019, the Associate Editor for IEEE T-CSVT and Neurocomputing, and the publicity chair for ICIMCS 2015 and ACM Multimedia Asia 2019.

News

We recommend that students attend the summer camp of the Department of Automation, School of Information Science and Technology, University of Science and Technology of China
• [09/2023]: 2 papers accepted by NIPS 2023!
• [07/2023]: 6 papers accepted by ICCV 2023!
• [03/2023]: 9 papers accepted by CVPR 2023!
• [07/2022]: 2 papers accepted by ECCV 2022!
• [03/2022]: 2 papers accepted by CVPR 2022!
• [07/2021]: 4 papers accepted by ICCV 2021!
• [03/2021]: 4 papers accepted by CVPR 2021, including 3 Orals!
• [03/2020]: 5 papers accepted by CVPR 2020!

Selected Publications [ DBLP ] [ My Google Scholar ]

2023:

1. Yuan Wang, Naisong Luo, Tianzhu Zhang
   Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation.
   Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS).
2. Rui Sun, Huayu Mai, Tianzhu Zhang, Feng Wu
   DAW: Exploring the Better Weighting Function for Semi-supervised Semantic Segmentation.
   Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS).
3. Yuan Gao, Jianfeng He, Tianzhu Zhang, Zhe Zhang, Yongdong Zhang
   Dynamic Keypoint Detection Network for Image Matching.
   IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
4. Dawei Yang, Jianfeng He, Yinchao Ma, Qianjin Yu, Tianzhu Zhang
   Foreground-Background Distribution Modeling Transformer for Visual Object Tracking.
   International Conference on Computer Vision (ICCV).
5. Chuxin Wang, Wenfei Yang, Tianzhu Zhang
   Not Every Side Is Equal: Localization Uncertainty Estimation for Semi-Supervised 3D Object Detection.
   International Conference on Computer Vision (ICCV).
6. Jiahao Lu, Jiacheng Deng, ChuXin Wang, Jianfeng He, Tianzhu Zhang
   Query Refinement Transformer for 3D Instance Segmentation.
   International Conference on Computer Vision (ICCV).
7. Xi Wei, Zhangxiang Shi, Tianzhu Zhang, Xiaoyuan Yu, Lei Xiao
   Multimodal High-order Relation Transformer for Scene Boundary Detection.
   International Conference on Computer Vision (ICCV).
8. Yuwen Pan, Naisong Luo, Rui Sun, Meng Meng, Tianzhu Zhang, Zhiwei Xiong, Yongdong Zhang
   Adaptive Template Transformer for Mitochondria Segmentation in Electron Microscopy Images.
   International Conference on Computer Vision (ICCV).
9. Rui Sun, Yuan Wang, Huayu Mai, Tianzhu Zhang, Feng Wu
   Alignment Before Aggregation: Trajectory Memory Retrieval Network for Video Object Segmentation.
   International Conference on Computer Vision (ICCV).
10. Rui Sun, Huayu Mai, Naisong Luo, Tianzhu Zhang, Zhiwei Xiong, Feng Wu
    Structure-decoupled Adaptive Part Alignment Network for Domain Adaptive Mitochondria Segmentation.
    International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI).
11. Rui Sun, Naisong Luo, Yuwen Pan, Huayu Mai, Tianzhu Zhang, Zhiwei Xiong, Feng Wu
    Appearance Prompt Vision Transformer for Connectome Reconstruction.
    International Joint Conference on Artificial Intelligence (IJCAI).
12. Weiwei Feng, Nanqing Xu, Tianzhu Zhang, Baoyuan Wu, Yongdong Zhang
    Robust and Generalized Physical Adversarial Attacks via Meta-GAN.
    IEEE Transactions on Information Forensics Security (TIFS).
13. Yinchao Ma, Jianfeng He, Dawei Yang, Tianzhu Zhang, Feng Wu
    Adaptive Part Mining for Robust Visual Tracking.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
14. Jianfeng He, Jiacheng Deng, Tianzhu Zhang, Zhe Zhang, Yongdong Zhang
    Hierarchical Shape-Consistent Transformer for Unsupervised Point Cloud Shape Correspondence.
    IEEE Transactions on Image Processing (TIP).
15. Chuxin Wang*, Jiacheng Deng*, Jianfeng He, Tianzhu Zhang, Zhe Zhang, Yongdong Zhang
    Long-short Range Adaptive Transformer with Dynamic Sampling for 3D Object Detection.
    IEEE Transactions on Circuits and Systems for Video Technology (TCSVT).
16. Jiacheng Deng, ChuXin Wang, Jiahao Lu, Jianfeng He, Tianzhu Zhang, Jiyang Yu, Zhe Zhang
    SE-ORNet: Self-Ensembling Orientation-aware Network for Unsupervised Point Cloud Shape Correspondence.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
17. Huayu Mai, Rui Sun, Tianzhu Zhang, Zhiwei Xiong, Feng Wu
    DualRel: Semi-Supervised Mitochondria Segmentation from A Prototype Perspective.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
18. Tianyu Chang, Xun Yang, Tianzhu Zhang, Meng Wang
    Domain Generalized Stereo Matching via Hierarchical Visual Transformation.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
19. Yuan Wang, Rui Sun, Tianzhu Zhang
    Rethink the Correlation in Few-Shot Segmentation: From a Distribution Perspective.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
20. Naisong Luo, Yuwen Pan, Rui Sun, Tianzhu Zhang, Zhiwei Xiong, Feng Wu
    Camouflaged Instance Segmentation via Explicit De-camouflaging.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
21. Huan Ren, Wenfei Yang, Tianzhu Zhang, Yongdong Zhang
    Proposal-based Multiple Instance Learning for Weakly-supervised Temporal Action Localization.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
22. Jianfeng He, Yuan Gao, Tianzhu Zhang, Zhe Zhang, Feng Wu
    D²Former: Jointly Learning Hierarchical Detectors and Contextual Descriptors via Agent-based Transformers.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
23. Jiahuan Yu, Jiahao Chang, Jianfeng He, Tianzhu Zhang, Jiyang Yu, Feng Wu
    Adaptive Spot-Guided Transformer for Consistent Local Feature Matching.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
24. Weiwei Feng, Nanqing Xu, Tianzhu Zhang, Yongdong Zhang
    Dynamic Generative Targeted Attacks with Pattern Injection.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).

2022:

25. Meng Meng, Tianzhu Zhang, Zhe Zhang, Yongdong Zhang, Feng Wu
    Task-aware Weakly Supervised Object Localization with Transformer.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
26. Meng Meng, Tianzhu Zhang, Zhe Zhang, Yongdong Zhang, Feng Wu
    Adversarial Transformers for Weakly Supervised Object Localization.
    IEEE Transactions on Image Processing (TIP).
27. Yulin Li, Tianzhu Zhang, Xiang Liu, Qi Tian, Yongdong Zhang, Feng Wu
    Visible-Infrared Person Re-Identification With Modality-Specific Memory Network.
    IEEE Transactions on Image Processing (TIP).
28. Zhangxiang Shi, Tianzhu Zhang, Xi Wei, Feng Wu, Yongdong Zhang
    Decoupled Cross-modal Phrase-Attention Network for Image-Sentence Matching.
    IEEE Transactions on Image Processing (TIP).
29. Kongzhu Jiang, Tianzhu Zhang, Xiang Liu, Bingqiao Qian, Yongdong Zhang, Feng Wu
    Cross-Modality Transformer for Visible-Infrared Person Re-Identification.
    European Conference on Computer Vision (ECCV).
30. Yuan Wang, Rui Sun, Zhe Zhang, Tianzhu Zhang
    Adaptive Agent Transformer for Few-Shot Segmentation.
    European Conference on Computer Vision (ECCV).
31. Wenfei Yang, Tianzhu Zhang, Yongdong Zhang, Feng Wu
    Uncertainty Guided Collaborative Training for Weakly Supervised and Unsupervised Temporal Action Localization.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
32. Jiamin Wu, Tianzhu Zhang, Zhe Zhang, Feng Wu, Yongdong Zhang
    Motion-modulated Temporal Fragment Alignment Network For Few-Shot Action Recognition.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
33. Jinsheng Wang, Yinchao Ma, Shaofei Huang, Tianrui Hui, Fei Wang, Chen Qian , Tianzhu Zhang
    A Keypoint-based Global Association Network for Lane Detection.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
34. Meng Meng, Tianzhu Zhang, Wenfei Yang, Jian Zhao, Yongdong Zhang, Feng Wu
    Diverse Complementary Part Mining for Weakly Supervised Object Localization.
    IEEE Transactions on Image Processing (TIP).

2021:

35. Wenfei Yang, Tianzhu Zhang, Zhendong Mao, Yongdong Zhang, Qi Tian, Feng Wu
    Multi-Scale Structure-Aware Network for Weakly Supervised Temporal Action Detection.
    IEEE Transactions on Image Processing (TIP).
36. Jianfeng He, Tianzhu Zhang, Yuhui Zheng, Mingliang Xu, Yongdong Zhang, Feng Wu
    Consistency Graph Modeling for Semantic Correspondence.
    IEEE Transactions on Image Processing (TIP).
37. Wenfei Yang, Tianzhu Zhang, Yongdong Zhang, Feng Wu
    Local Correspondence Network for Weakly Supervised Temporal Sentence Grounding.
    IEEE Transactions on Image Processing (TIP).
38. Weiwei Feng, Baoyuan Wu, Tianzhu Zhang, Yong Zhang, Yongdong Zhang
    Meta-Attack: Class-Agnostic and Model-Agnostic Physical Adversarial Attack.
    International Conference on Computer Vision (ICCV).
39. Yan Lu, Xinzhu Ma, Lei Yang, Tianzhu Zhang, Yating Liu, Qi Chu, Junjie Yan, Wanli Ouyang
    Geometry Uncertainty Projection Network for Monocular 3D Object Detection.
    International Conference on Computer Vision (ICCV).
40. Jiamin Wu, Tianzhu Zhang, Yongdong Zhang, Feng Wu
    Task-Aware Part Mining Network for Few-Shot Learning
    International Conference on Computer Vision (ICCV).
41. Meng Meng, Tianzhu Zhang, Qi Tian, Yongdong Zhang, Feng Wu
    Foreground Activation Maps for Weakly Supervised Object Localization.
    International Conference on Computer Vision (ICCV).
42. Wang Luo, Tianzhu Zhang, Wenfei Yang, Tao Mei, Jingen Liu, Feng Wu, Yongdong Zhang
    Action Unit Memory Network for Weakly Supervised Temporal Action Localization. --Oral
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
43. Wenfei Yang, Tianzhu Zhang, Xiaoyuan Yu, Qi Tian, Yongdong Zhang, Feng Wu
    Uncertainty Guided Collaborative Training for Weakly Supervised Temporal Action Detection. --Oral
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
44. Yulin Li, Jianfeng He, Tianzhu Zhang, Xiang Liu, Yongdong Zhang, Feng Wu
    Diverse Part Discovery: Occluded Person Re-identification with Part-Aware Transformer. --Oral
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
45. Rui Sun, Yihao Li, Tianzhu Zhang, Zhendong Mao, Feng Wu, Yongdong Zhang
    Lesion-Aware Transformers for Diabetic Retinopathy Grading.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
46. Xiaoheng Jiang, Li Zhang, Tianzhu Zhang, Pei Lv, Bing Zhou, Yanwei Pang, Mingliang Xu, Changsheng Xu
    Density-Aware Multi-Task Learning for Crowd Counting.
    IEEE Transactions on Multimedia (TMM).
47. Yehui Yang, Fangxin Shang, Binghong Wu, Dalu Yang, Lei Wang, Yanwu Xu, Wensheng Zhang, Tianzhu Zhang
    Robust Collaborative Learning of Patch-level and Image-level Annotations for Diabetic Retinopathy Grading from Fundus Image.
    IEEE Transactions on Cybernetics (TCYB).

2020:

48. Chunxiao Liu, Zhendong Mao, Tianzhu Zhang, Anan Liu, Bin Wang, Yongdong Zhang
    Focus Your Attention: A Focal Attention for Multimodal Learning.
    IEEE Transactions on Multimedia (TMM).
49. Feifei Zhang, Tianzhu Zhang, Qirong Mao, Changsheng Xu
    A Unified Deep Model for Joint Facial Expression Recognition, Face Synthesis, and Face Alignment.
    IEEE Transactions on Image Processing (TIP).
50. Guan'an Wang, Yang Yang, Tianzhu Zhang, Jian Cheng, Zengguang Hou, Prayag Tiwari, Hari Mohan Pandey
    Cross-modality paired-images generation and augmentation for RGB-infrared person re-identification.
    Neural Networks.
51. Kongzhu Jiang, Tianzhu Zhang, Yongdong Zhang, Feng Wu, Yong Rui
    Self-Supervised Agent Learning for Unsupervised Cross-Domain Person Re-Identification.
    IEEE Transactions on Image Processing (TIP).
52. Xi Wei, Tianzhu Zhang, Yan Li, Yongdong Zhang, Feng Wu
    Multi-Modality Cross Attention Network for Image and Sentence Matching.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
53. Jiamin Wu, Tianzhu Zhang, Zheng-Jun Zha, Jiebo Luo, Yongdong Zhang, Feng Wu
    Self-supervised Domain-aware Generative Network for Generalized Zero-shot Learning.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
54. Chunxiao Liu, Zhendong Mao, Tianzhu Zhang, Hongtao Xie, Bin Wang, Yongdong Zhang
    Graph Structured Network for Image-Text Matching.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
55. Yan Lu, Yue Wu, Bin Liu, Tianzhu Zhang, Baopu Li, Qi Chu, Nenghai Yu
    Cross-modality Person re-identification with Shared-Specific Feature Transfer.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
56. Xiaoheng Jiang, Li Zhang, Mingliang Xu, Tianzhu Zhang, Pei Lv, Bing Zhou, Xin Yang, Yanwei Pang
    Attention Scaling for Crowd Counting.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
57. 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.
    Association for the Advance of Artificial Intelligence (AAAI).
58. Zhetao Li, Wei Wei, Tianzhu Zhang, Meng Wang, Sujuan Hou, Xin Peng.
    Online Multi-Expert Learning for Visual Tracking.
    IEEE Transactions on Image Processing (TIP).
59. Junyu Gao, Tianzhu Zhang, Changsheng Xu
    Learning to Model Relationships for Zero-Shot Video Classification.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
60. Feifei Zhang, Tianzhu Zhang, Qirong Mao, Changsheng Xu
    Geometry Guided Pose-Invariant Facial Expression Recognition.
    IEEE Transactions on Image Processing (TIP).
61. Xinhong Ma, Tianzhu Zhang, Changsheng Xu.
    Multi-Level Correlation Adversarial Hashing for Cross-Modal Retrieval.
    IEEE Transactions on Multimedia (TMM).

2019:

62. Tianzhu Zhang, Changsheng Xu, Ming-Hsuan Yang.
    Learning Multi-task Correlation Particle Filters for Visual Tracking.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
63. Tianzhu Zhang, Changsheng Xu, Ming-Hsuan Yang.
    Robust Structural Sparse Tracking.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
64. Xinhong Ma, Tianzhu Zhang, Changsheng Xu.
    Deep Multi-Modality Adversarial Networks for Unsupervised Domain Adaptation.
    IEEE Transactions on Multimedia (TMM).
65. Junyu Gao, Tianzhu Zhang, Changsheng Xu.
    SMART:Joint Sampling and Regression for Visual Tracking.
    IEEE Transactions on Image Processing (TIP).
66. Junyu Gao, Tianzhu Zhang, Changsheng Xu.
    I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs
    the Association for the Advance of Artificial Intelligence (AAAI).
67. 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
    International Conference on Computer Vision (ICCV).
68. Junyu Gao, Tianzhu Zhang, Changsheng Xu.
    Graph Convolutional Tracking
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
69. Xinhong Ma, Tianzhu Zhang, Changsheng Xu.
    GCAN: Graph Convolutional Adversarial Network for Unsupervised Domain Adaptation
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
70. Bin Wang, Guojun Qi, Sheng Tang, Tianzhu Zhang, Yunchao Wei, Linghui Li, Yongdong Zhang.
    Boundary Perception Guidance: A Scribble-Supervised Semantic Segmentation Approach.
    International Joint Conference on Artificial Intelligence (IJCAI).
71. 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 (MM).

2018:

72. Tianzhu Zhang, Si Liu, Changsheng Xu, Bin Liu, Ming-Hsuan Yang.
    Correlation Particle Filter for Visual Tracking.
    IEEE Transactions on Image Processing (TIP).
73. 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).
74. Junyu Gao, Tianzhu Zhang, Xiaoshan Yang, Changsheng Xu.
    P2T: Part-to-Target Tracking via Deep Regression Learning.
    IEEE Transaction on Image Processing (TIP).
75. Shengsheng Qian, Tianzhu Zhang, Changsheng Xu
    Deep-Structured Event Modeling for User-Generated Photos.
    IEEE Transactions on Multimedia (TMM).
76. Shengsheng Qian, Tianzhu Zhang, Changsheng Xu
    Cross-Domain Collaborative Learning via Discriminative Nonparametric Bayesian Model.
    IEEE Transactions on Multimedia (TMM).
77. Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu.
    Text2Video: An End-to-end Learning Framework for Expressing Text With Videos.
    IEEE Transactions on Multimedia (TMM).
78. 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 (TMM).
79. Shengsheng Qian, Tianzhu Zhang, Changsheng Xu.
    Online Multimodal Multiexpert Learning for Social Event Tracking.
    IEEE Transactions on Multimedia (TMM).
80. Feifei Zhang, Tianzhu Zhang, Qirong Mao, Changsheng Xu.
    Joint Pose and Expression Modeling for Facial Expression Recognition.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
81. Junyu Gao, Tianzhu Zhang, Changsheng Xu.
    Watch, Think and Attend: End-to-End Video Classification via Dynamic Knowledge Evolution Modeling.
    ACM Multimedia (MM).
82. 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 (MM).
83. Yaoyu Li, Tianzhu Zhang, Lingyu Duan, Changsheng Xu.
    A Unified Generative Adversarial Framework for Image Generation and Person Re-identification.
    ACM Multimedia (MM).

2017:

84. Yehui Yang, Wenrui Hu, Yuan Xie, Wensheng Zhang, Tianzhu Zhang.
    Temporal Restricted Visual Tracking Via Reverse-Low-Rank Sparse Learning.
    IEEE Transactions on Cybernetics (TCYB).
85. 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).
86. Junyu Gao, Tianzhu Zhang, Xiaoshan Yang, Changsheng Xu.
    Deep Relative Tracking. IEEE Transactions on Image Processing.
     IEEE Transactions on Image Processing (TIP).
87. Tianzhu Zhang, Changsheng Xu, Ming-Hsuan Yang.
    Multi-task Correlation Particle Filter for Robust Object Tracking.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
88. Junyu Gao, Tianzhu Zhang, Changsheng Xu.
    A Unified Personalized Video Recommendation via Dynamic Recurrent Neural Networks.
    ACM Multimedia (MM).
89. Fan Qi, Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu.
    Discriminative Multimodal Embedding for Event Classification.
    ChinaMM (Best Paper Award)

    2016:

90. Xue Mei, Tianzhu Zhang, Huchuan Lu, Ming-Hsuan Yang, Kyoung Mu Lee, Horst Bischof.
    Special Issue on Visual Tracking.
    Computer Vision and Image Understanding (CVIU).
91. 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 (IJCV).
92. Tianzhu Zhang, Bernard Ghanem, Si Liu, Changsheng Xu, Narendra Ahuja.
    Robust Visual Tracking via Exclusive Context Modeling.
    IEEE Transactions on Cybernetics (TCYB).
93. Shengsheng Qian, Tianzhu Zhang, Changsheng Xu, Jie Shao.
    Multi-Modal Event Topic Model for Social Event Analysis.
    IEEE Transactions on Multimedia (TMM).
94. Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu, Shuicheng Yan, M. Shamim Hossain, Ahmed Ghoneim.
    Deep Relative Attributes.
    IEEE Transactions on Multimedia (TMM).
95. Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu.
    Semantic Feature Mining for Video Event Understanding.
    ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM).
96. Adel Bibi, Tianzhu Zhang, Bernard Ghanem.
    3D Part-Based Sparse Tracker with Automatic Synchronization and Registration.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
97. Si Liu, Tianzhu Zhang, Xiaochun Cao, Changsheng Xu.
    Structural Correlation Filter for Robust Visual Tracking.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
98. Tianzhu Zhang, Adel Bibi, Bernard Ghanem.
    In Defense of Sparse Tracking: Circulant Sparse Tracker.
    IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
99. Shengsheng Qian, Tianzhu Zhang, Changsheng Xu.
    Multi-modal Multi-view Topic-opinion Mining for Social Event Analysis.
    ACM Multimedia (MM, Best Paper Award).
100. Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu.
     Abnormal Event Discovery in User Generated Photos.
     ACM Multimedia (MM).

2015:

101. 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 (IJCV).
102. Chao Sun, Tianzhu Zhang, Changsheng Xu.
     Latent Support Vector Machine Modeling for Sign Language Recognition with Kinect.
     ACM Transactions on Intelligent System and Technology (TIST).
103. Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu.
     Cross-Domain Feature Learning in Multimedia.
     IEEE Transactions on Multimedia (TMM).
104. Xiaoshan Yang, Tianzhu Zhang, Changsheng Xu, M. Shamim Hossain.
     Automatic Visual Concept Learning for Social Event Understanding.
     IEEE Transactions on Multimedia (TMM).
105. 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).
106. Tianzhu Zhang, Si Liu, Changsheng Xu, Shuicheng Yan, Bernard Ghanem, Narendra Ahuja, Ming-Hsuan Yang.
     Structural Sparse Tracking.
     IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
107. Shengsheng Qian, Tianzhu Zhang, Richang Hong, Changsheng Xu
     Cross-Domain Collaborative Learning in Social Multimedia.
     ACM Multimedia (MM)

2014:

108. Tianzhu Zhang, Changsheng Xu.
     Cross-Domain Multi-Event Tracking via CO-PMHT.
     ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM).
109. 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).
110. Tianzhu Zhang, Kui Jia, Changsheng Xu, Yi Ma, Narendra Ahuja.
     Partial Occlusion Handling for Visual Tracking via Robust Part Matching.
     IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).

2013:

111. Tianzhu Zhang, Bernard Ghanem, Si Liu, Narendra Ahuja.
     Robust Visual Tracking via Structured Multi-Task Sparse Learning.
     International Journal of Computer Vision (IJCV).
112. Tianzhu Zhang, Si Liu, Changsheng Xu, Hanqing Lu.
     Mining Semantic Context Information for Intelligent Video Surveillance of Traffic Scenes.
     IEEE Transactions on Industrial Informatics (TII).
113. Tianzhu Zhang, Si Liu, Changsheng Xu, Hanqing Lu.
     M4L: Maximum margin Multi-instance Multi-cluster Learning for scene modeling.
     Pattern Recognition (PR).
114. Chao Sun, Tianzhu Zhang, Bing-Kun Bao, Changsheng Xu, Tao Mei.
     Discriminative Exemplar Coding for Sign Language Recognition With Kinect.
     IEEE Transactions on Cybernetics (TCYB).
115. Tianzhu Zhang, Bernard Ghanem, Si Liu, Changsheng Xu, Narendra Ahuja.
     Low-Rank Sparse Coding for Image Classification.
     International Conference on Computer Vision (ICCV).
116. Chao Sun,  Tianzhu Zhang, Bing-Kun Bao, Changsheng Xu.
     Latent support vector machine for sign language recognition with Kinect.
     International Conference on Image Processing (ICIP).

2012:

117. Tianzhu Zhang, Changsheng Xu, Guangyu Zhu, Si Liu, Hanqing Lu.
     A Generic Framework for Video Annotation via Semi-Supervised Learning.
     IEEE Transactions on Multimedia (TMM).
118. Si Liu, Shuicheng Yan, Tianzhu Zhang, Changsheng Xu, Jing Liu, Hanqing Lu.
     Weakly Supervised Graph Propagation Towards Collective Image Parsing.
      IEEE Transactions on Multimedia (TMM).
119. Tianzhu Zhang, Bernard Ghanem, Si Liu, Narendra Ahuja.
     Low-Rank Sparse Learning for Robust Visual Tracking.
      European Conference on Computer Vision (ECCV).
120.  Tianzhu Zhang, Bernard Ghanem, Si Liu, Narendra Ahuja.
     Robust visual tracking via multi-task sparse learning.
      IEEE Conference on Computer Vision and Pattern Recogintion (CVPR).
121. Si Liu, Jiashi Feng, Zheng Song, Tianzhu Zhang, Hanqing Lu, Changsheng Xu, Shuicheng Yan.
     Hi, magic closet, tell me what to wear!
      ACM Multimedia (MM).

other years:

122. 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).
123. Tianzhu Zhang, Si Liu, Changsheng Xu, Hanqing Lu.
     Boosted multi-class semi-supervised learning for human action recognition.
     Pattern Recognition (PR).
124. Tianzhu Zhang, Changsheng Xu, Guangyu Zhu, Si Liu, Hanqing Lu.
     A generic framework for event detection in various video domains.
     ACM Multimedia (MM).
125. Tianzhu Zhang, Hanqing Lu, Stan Z. Li.
     Learning semantic scene models by object classification and trajectory clustering.
     IEEE Conference on Computer Vision and Patten Recognition (CVPR).