申恆濤

1996.09-2000.07就讀於新加坡國立大學，獲一等榮譽學士學位，此後申恆濤繼續在新加坡國立大學深造。3年時間兼職獲得計算機博士學位，2012年獲得澳洲研究理事會Future Fellowship。

2004起申恆濤博士受邀加入澳大利亞昆士蘭大學，成為該大學的一位講師。2012年，34歲的申恆濤成為昆士蘭大學史上最年輕的教授。申恆濤教授2014起回國擔任電子科技大學計算機科學與工程學院院長，2017年獲得四川省人民政府對外籍專家最高榮譽“天府友誼獎” 。

申恆濤教授主要研究方向包括多媒體、模式識別、資料庫、數據挖掘、計算機視覺、人工智慧等領域。並已在該領域的世界頂級期刊上發表超100篇專業學術論文，在國際上率先實現了海量視頻數據實時內容搜索。

申恆濤和其團隊在國際高維複雜大數據索引的研究上做出了巨大的技術突破，2017年參與國家級自然科學基金重點項目《移動交互環境下的大媒體內容分析與檢索》，2015年參與中央高校基本科研業務費基礎研究項目《情境感知的移動視頻檢索關鍵技術和應用》，2006年起參與澳大利亞研究理事會項目《Synergising Multimedia Content Understanding with Social Data Analysis》、《Taming the Uncertainty in Trajectory Data》、《Realising the Value of Mobile Videos with Context Awareness》、《Spotting Near-duplicate Sequences from Online Databases, Streams and Communities》、《Effective and Efficient Video Search》、《PreferPeer: Towards Efficient Location-aware Preference Search in Mobile Peer-to-Peer Databases》、《Efficient Similarity Query Processing in High-dimensional Database》以及澳大利亞工業、創新、科研與高等教育部項目《Effective and Efficient Indexing for Realtime Video Search》。

1. “地空協作的重大災害監測搜救平台主動認知技術”，2019-2023，科技部科技創新2030-‘新一代人工智慧’重大項目

2. “協同視覺與語言處理的視覺自然認知關鍵技術研究”，2021-2025，國家自然科學基金國際（地區）合作與交流項目

3.“移動交互環境下的大媒體內容分析與檢索”，2017-2021，國家自然科學基金重點項目

1. Yuyu Guo, Lianli Gao, Jingkuan Song, Peng Wang, Nicu Sebe, Heng Tao Shen, Xuelong Li. “Relation Regularized Scene Graph Generation”. IEEE Transactions on Cybernetics(TOC), 2021.

2. Jingjing Li, Mengmeng Jing, Ke Lu, Lei Zhu, Heng Tao Shen. “Investigating the Bilateral Connections in Generative Zero-shot Learning”. IEEE Transactions on Cybernetics(TOC), 2021.

3. Jingjing Li, Mengmeng Jing, Ke Lu, Lei Zhu and Heng Tao Shen. “Faster Domain Adaptation Networks”. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021.

4. Yanli Ji, Yang Yang, Heng Tao Shen*, Tatsuya Harada. “View-invariant Action Recognition via Unsupervised AttentioN Transfer (ANT)”. Pattern Recognition(PR), 2021.

5. Ziqiang Zheng, Zhibin Yu, Haiyong Zheng, Yang Yang, Heng Tao Shen. “One-Shot Image-to-Image Translation via Part-Global Learning with a Multi-adversarial Framework”. IEEE Transactions on Multimedia(TMM), 2021.

6. Jipeng Zhang, Jie Shao, Rui Cao, Lianli Gao, Xing Xu, Heng Tao Shen. “Action-Centric Relation Transformer Network for Video Question Answering”. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021.

7. Dongyang Zhang, Jie Shao, Zhenwen Liang, Xueliang Liu, Heng Tao Shen “Multi-branch Networks for Video Super-Resolution with Dynamic Reconstruction Strategy”. IEEE Transactions on Circuits and Systems for Video Technology(TCSVT), 2021.

8. Jingran Zhang, Xing Xu, Fumin Shen, Huimin Lu, Xin Liu, Heng Tao Shen. “Enhancing Audio-Visual Association with Self-Supervised Curriculum Learning”. The 35th AAAI Conference on Artificial Intelligence(AAAI), 2021.

9. Yan Dai, Xuanhan Wang, Jingkuan Song, Lianli Gao, Heng Tao Shen. “RSGNet: Relation Based Skeleton Graph Network for Crowded Scenes Pose Estimation”. The 35th AAAI Conference on Artificial Intelligence(AAAI), 2021.

10. Yujie Li, Xing Xu, Jinhui Xiao, Siyuan Li, Heng Tao Shen. “Adaptive Square Attack: Fooling Autonomous Cars with Adversarial Traffic Signs”. IEEE Internet of Things Journal, 2020.

11. Heng Tao Shen, Xiaofeng Zhu, Zhen Zhang, Shui-Hua Wang, Yi Chen, Xing Xu, Jie Shao. “Heterogeneous data fusion for predicting mild cognitive impairment conversion”, Information Fusion, 66, 54-63, 2021.

12. Xing Xu, Kaiyi Lin, Yang Yang, Alan Hanjalic, Heng Tao Shen*. “Joint Feature Synthesis and Embedding: Adversarial Cross-modal Retrieval Revisited”. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021.

13. Zhijun Mai, Guosheng Hu, Dexiong Chen, Fumin Shen, Heng Tao Shen. “MetaMixUp: Learning Adaptive Interpolation Policy of MixUp with Meta-Learning”. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021.

14. Xiang Guan, Yang Yang, Jingjing Li, Xing Xu, Heng Tao Shen. “Mind the Remainder: A Taylor’s Theorem View on Recurrent Neural Networks”. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021.

15. Zheng Zhang, Luyao Liu, Yadan Luo, Zi Huang, Fumin Shen, Heng Tao Shen, Guangming Lu. "Inductive Structure Consistent Hashing via Flexible Semantic Calibration". IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021.

16. Xing Xu, Jingran Zhang, Yujie Li, Yichuan Wang, Yang Yang, Heng Tao Shen*. “Adversarial Attack against Urban Scene Segmentation for Autonomous Vehicles”. IEEE Transactions on Industrial Informatics (Tll), 2021.

17. Xing Xu, Jialin Tian, Kaiyi Lin, Huimin Lu, Jie Shao and Heng Tao Shen, "Zero-Shot Cross-Modal Retrieval by Assembling AutoEncoder and Generative Adversarial Network", Transactions on Multimedia Computing Communications and Applications (TOMM), 2021.

18. Feiyu Chen, Jie Shao, Yonghui Zhang, Xing Xu, and Heng Tao Shen. "Interclass-Relativity-Adaptive Metric Learning for Cross-Modal Matching and Beyond". IEEE Transactions on Multimedia (TMM), 2020.

19. Dongyang Zhang, Jie Shao, Xinyao Li, and Heng Tao Shen, "Remote Sensing Image Super-Resolution via Mixed High-Order Attention Network", IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2020.

20. Heng Tao Shen, Xiaofeng Zhu, Yonghua Zhu, Wei Zhang. “Half-quadratic Minimization for Unsupervised Feature Selection on Incomplete Data”. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020.

21. Lianli Gao, Daiyuan Chen, Zhou Zhao, Jie Shao, Heng Tao Shen*. “Lightweight Dynamic Conditional GAN with Pyramid Attention for Text-to-Image Synthesis”. Pattern Recognition (PR), 2020.

22. Lianli Gao, Junchen Zhu, Jingkuan Song, Feng Zheng, Heng Tao Shen*. “Lab2Pix: Label-Adaptive Generative Adversarial Network for Unsupervised Image Synthesis”. In Proceedings of 28th ACM International Conference on Multimedia(ACM MM), 2020.

23. Xuanhan Wang, Lianli Gao, Jingkuan Song, Heng Tao Shen. “KTN: Knowledge Transfer Network for Multi-person DensePose Estimation”. In Proceedings of 28th ACM International Conference on Multimedia (ACM MM), 2020.

24. Yuyu Guo, Jingkuan Song, Lianli Gao, Heng Tao Shen. “One-shot Scene Graph Generation”. In Proceedings of 28th ACM International Conference on Multimedia (ACM MM), 2020.

25. Xing Xu, Jiefu Chen, Jinhui Xiao, Zheng Wang, Yang Yang, Heng Tao Shen*. “Learning Optimization-based Adversarial Perturbations for Attacking Sequential Recognition Models”. In Proceedings of 28th ACM International Conference on Multimedia (ACM MM), 2020.

26. Yifeng Zhou, Xing Xu, Fumin Shen, Lianli Gao, Huimin Lu, Heng Tao Shen. “Temporal Denoising Mask Synthesis Network for Learning Blind Video Temporal Consistency”. In Proceedings of 28th ACM International Conference on Multimedia (ACM MM), 2020.

27. Jingkuan Song, Ruimin Lang, Xiaosu Zhu, Xing Xu, Lianli Gao* and Heng Tao Shen. "3D Self-Attention for Unsupervised Video Quantization". ACM Special Interest Group on Information Retrieval (SIGIR), 2020.

28. Xing Xu, Kaiyi Lin, Huimin Lu, Lianli Gao and Heng Tao Shen. "Correlated Features Synthesis and Alignment for Zero-shot Cross-modal Retrieval". ACM Special Interest Group on Information Retrieval (SIGIR), 2020.

29. Lianli Gao, Qilong Zhang, Jingkuan Song, Xianglong Liu, Heng Tao Shen. “Patch-wise Attack for Fooling Deep Neural Network”. European Conference on Computer Vision (ECCV), 2020.

30. Jingjing Li, Erpeng Chen, Zhengming Ding, Lei Zhu, Ke Lu, Heng Tao Shen. “Maximum Density Divergence for Domain Adaptation”. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020.

31. Liang Peng, Yang Yang, Zheng Wang, Zi Huang, Heng Tao Shen. “MRA-Net: Improving VQA via Multi-modal Relation Attention Network”. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020.

32. Dongyang Zhang, Jie Shao, Zhenwen Liang, Lianli Gao, Heng Tao Shen. “Large Factor Image Super-Resolution with Cascaded Convolutional Neural Networks”. IEEE Transactions on Multimedia (TMM), 2020.

33. Zijian Wang, Zheng Zhang, Yadan Luo, Zi Huang, Heng Tao Shen. “Deep Collaborative Discrete Hashing with Semantic-Invariant Structure Construction”. IEEE Transactions on Multimedia (TMM), 2020.

34. Dongyang Zhang, Jie Shao, Heng Tao Shen. “Kernel Attention Network for Single Image Super-Resolution”. ACM Transactions on Multimedia Computing Communications and Applications (TOMM), 2020.

35. Deqiang Ouyang, Jie Shao∗, Haijun Jiang, Sing Kiong Nguang, Heng Tao Shen. “Impulsive synchronization of coupled delayed neural networks with actuator saturation and its application to image encryption”. Neural Networks, 2020.

36. Xing Xu, Tan Wang, Yang Yang, Alan Hanjalic, Heng Tao Shen*. “Graph Convolutional Network for Visual Question Generation”. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020.

37. Lianli Gao, Tao Li, Jingkuan Song, Zhou Zhao, Heng Tao Shen. “Play and Rewind: Context-aware Video Temporal Action Proposals”. Pattern Recognition (PR), 2020.

38. Lianli Gao, Zhilong Zhou, Heng ao Shen, Jingkuan Song. "Bottom-up and Top-down: Bidirectional Additive Net for Edge Detection". International Joint Conference on Artificial Intelligence (IJCAI), 2020.

39. Huimin Lu, Ming Zhang, Xing Xu, Yujie Li, Heng Tao Shen. “Deep Fuzzy Hashing Network for Efficient Image Retrieval”. IEEE Transactions on Fuzzy Systems (TFS), 2020.

40. Xing Xu, Kaiyi Lin, Lianli Gao, Huimin Lu, Heng Tao Shen*, Xuelong Li. “Learning Cross-Modal Common Representations by Private-Shared Subspaces Separation”. IEEE Transactions on Cybernetics (TOC), 2020.

41. Mengmeng Jing, Jidong Zhao, Jingjing Li, Lei Zhu, Yang Yang, Heng Tao Shen. “Adaptive Component Embedding for Domain Adaptation”. IEEE Transactions on Cybernetics (TOC), 2020.

42. Xing Xu, Tan Wang, Yang Yang, Alan Hanjalic, Heng Tao Shen*. “Graph Convolutional Network for Visual Question Generation”. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020.

43. Diwen Wan, Fumin Shen, Li Liu, Fan Zhu, Lei Huang, MengyangYu, Heng Tao Shen, Ling Shao. “Deep Quantization Generative Networks”. Pattern Recognition (PR), 2020.

44. Jingkuan Song, Tao He, Lianli Gao*, Xing Xu, Alan Hanjalic, Heng Tao Shen*. “Unified Binary Generative Adversarial Network for Image Retrieval and Compression”. International Journal of Computer Vision (IJCV), 2020.

45. Liang Peng, Yang Yang, Xiaopeng Zhang, Yanli Ji, Huimin Lu, Heng Tao Shen. “Answer Again: Improving VQA with Cascaded-Answering Model”. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020.

46. Heng Tao Shen, Luchen Liu, Zi Huang, Xing Xu, Fumin Shen, Richang Hong, Yang Yang*. “Exploiting Subspace Relation in Semantic Labels for Cross-modal Hashing”. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020.

47. Yanli Ji, Yang Yang, Fumin Shen, Heng Tao Shen*, and Wei-Shi Zheng. “Arbitrary-view Human Action Recognition: A Varying-view RGB-D Action Dataset”. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2020.

48. Jingran Zhang, Fumin Shen, Xing Xu, Heng Tao Shen. “Temporal Reasoning Graph for Activity Recognition”. IEEE Transactions on Image Processing (TIP), 2020.

49. Yanli Ji, Yue Zhan, Yang Yang, Xing Xu, Fumin Shen, and Heng Tao Shen*. “A Context Knowledge Map Guided Coarse-to-fine Action Recognition”. IEEE Transactions on Image Processing (TIP), 2020.

50. Haodong Liao, Ning Xie*, Huiyuan Li, Yuhang Li, Jianping Su, Feng Jiang, Weipeng Huang and Heng Tao Shen. "Data-Driven Spatio-Temporal Analysis via Multi-Modal Zeitgebers and Cognitive Load in VR". IEEE Conference on Virtual Reality and 3D User Interfaces (IEEE VR), 2020.

51. Teng Long, Pascal Mettes, Heng Tao Shen*, Cees Snoek. “Searching for Actions on the Hyperbole”. In Proceedings of 33rd IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.

52. Jiwei Wei, Xing Xu, Yang Yang, Yanli Ji, Zheng Wang, Heng Tao Shen. “Universal Weighting Metric Learning for Cross-Modal Matching”. In Proceedings of 33rd IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.

53. Xing Xu, Jiefu Chen, Jinhui Xiao, Lianli Gao, Fumin Shen, Heng Tao shen*. “What Machines See Is Not What They Get: Fooling Scene Text Recognition Models with Adversarial Text Images”. In Proceedings of 33rd IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.

54. Kaiyi Lin, Xing Xu, Lianli Gao, Zheng Wang, Heng Tao Shen. "Learning Cross-Aligned Latent Embeddings for Zero-Shot Cross-Modal Retrieval". The 34th AAAI Conference on Artificial Intelligence (AAAI), 2020.

55. JiWei Wei , Yang Yang* , JingJing Li, Lei Zhu, Lin Zuo, Heng Tao Shen. "Residual Graph Convolutional Networks for Zero-Shot Learning". ACM Multimedia , 2019.

56. Yazhou Yao, Fumin Shen, Li Liu, Fan Zhu, Guosen Xie, Jian Zhang, and Heng Tao Shen. “Exploiting Web Images for Multi-output Classification: From Category to Subcategories”. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019.

57. Xing Xu, Tan Wang, Yang Yang, Lin Zuo, Fumin Shen and Heng Tao Shen*. "Cross-Modal Attention with Semantic Consistence for Image-Text Matching". IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019.

58. Shiyuan He, Bokun Wang, Zheng Wang, Yang Yang, Fumin Shen, Zi Huang, and Heng Tao Shen. “Bidirectional Discrete Matrix Factorization Hashing for Image Search”. IEEE Transactions on Cybernetics (TOC), 2019.

59. Xu Lu, Lei Zhu, Jingjing Li, Huaxiang Zhang, Heng Tao Shen. “Efficient Supervised Discrete Multi-view Hashing for Largescale Multimedia Search”. IEEE Transactions on Multimedia (TMM), 2019.

60. Qidi Xu, Haocheng Xu, Weilong Chen, Chaojun Han, Haoyang Li, Fumin Shen*, Heng Tao Shen. "Time-aware Session Embedding for Click-Through-Rate Prediction". In Proceedings of 27th ACM International Conference on Multimedia (ACM MM), 2019.(Grand Challenge First Place Winner)

61. Xiangpeng Li, Lianli Gao, Xuanhan Wang, Wu Liu, Xing Xu, Jingkuan Song*and Heng Tao Shen. “Learnable Aggregating Net with Divergent Loss for Video Question Answering”. In Proceedings of 27th ACM International Conference on Multimedia (ACM MM), 2019.

62. Yuyu Guo, Lianli Gao, Jingkuan Song*, Peng Wang, Wuyuan Xie and Heng Tao Shen. “Adaptive Multi-path Aggregation for Dense Human Pose Estimation In The Wild”. In Proceedings of 27th ACM International Conference on Multimedia (ACM MM), 2019.

63. Yanli Ji, Feixiang Xu, Yang Yang, Ning Xie, Heng Tao Shen* and Tatsuya Harada. “Attention Transfer (ANT) Network for View-invariant Action Recognition”. In Proceedings of 27th ACM International Conference on Multimedia (ACM MM), 2019.

64. Tan Wang, Xing Xu*, Yang Yang*, Alan Hanjalic, Heng Tao Shen and Jingkuan Song. “Matching Images and Text with Multi-modal Tensor Fusion and Re-ranking”. In Proceedings of 27th ACM International Conference on Multimedia (ACM MM), 2019.

65. Jingyi Zhang, Zhen Wei, Ionut Cosmin Duta, Fumin Shen*, Li Liu, Fan Zhu, Xing Xu, Ling Shao and Heng Tao Shen. “Generative Reconstructive Hashing for Incomplete Video Analysis”. In Proceedings of 27th ACM International Conference on Multimedia (ACM MM), 2019.

66. Jingkuan Song, Xiaosu Zhu, Lianli Gao, Zhou Zhao, Heng Tao Shen. “Beyond Product Quantization: Deep Progressive Quantization for Image Retrieval”. International Joint Conference on Artificial Intelligence (IJCAI), 2019.

67. Jingkuan Song, Xiaosu Zhu, Lianli Gao, Xin-Shun Xu, Wu Liu, Heng Tao Shen*. “Deep Recurrent Quantization for Generating Sequential Binary Codes”. International Joint Conference on Artificial Intelligence (IJCAI), 2019.

68. Jingjing Li, Ke Lu, Zi Huang, Heng Tao Shen.“On both Cold-Start and Long-Tail Recommendation with Social Data”. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2019.

69. Heng Tao Shen, Luchen Liu, Zi Huang, Xing Xu, Fumin Shen, Richang Hong, Yang Yang*. “Exploiting Subspace Relation in Semantic Labels for Cross-modal Hashing”. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2019.

70. Xing Xu, Huimin Lu, Jingkuan Song, Yang Yang, Heng Tao Shen*, Xuelong Li. "Ternary Adversarial Networks with Self-Supervision for Zero-Shot Cross-Modal Retrieval". IEEE Transactions on Cybernetics (TOC), 2019.

71. Yanli Ji, Yang Yang, Fumin Shen, Heng Tao Shen*, Xuelong Li. “A Survey of Human Action Analysis in HRI Applications”. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2019.

72. Dongxiang Zhang, Lei Wang, Nuo Xu, Bing Tian Dai, Heng Tao Shen*. “The Gap of Semantic Parsing: A Survey on Automatic Math Word Problem Solvers”. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019.

73. Yazhou Yao, Jian Zhang, Fumin Shen, Li Liu, Fan Zhu, Dongxiang Zhang, and Heng Tao Shen. “Towards Automatic Construction of Diverse, High-quality Image Datasets”. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2019.

74. Peng Wang, Lingqiao Liu, Chunhua Shen, Heng Tao Shen, "Order-aware Convolutional Pooling for Video Based Action Recognition". Pattern Recognition (PR), 2019.

75. Yan Xu, Baoyuan Wu, Fumin Shen, Yanbo Fan, Yong Zhang, Heng Tao Shen, Wei Liu. “Adversarial Attack to Image Captioning via Structured Output Learning with Latent Variables”. In Proceedings of 32nd IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.

76. Yaping Zhang, Shuai Nie, Wenju Liu, Xing Xu, Dongxiang Zhang, Heng Tao Shen. “Sequence-to-Sequence Domain Adaptation Network for Robust Text Image Recognition”. In Proceedings of 32nd IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.

77. LianliGao, Xiangpeng Li, Jingkuan Song, Heng Tao Shen*. “Hierarchical LSTM with Adjusted Temporal Attention for Video Captioning”. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019.

78. Fumin Shen, Xiang Zhou, Jun Yu, Yang Yang, Li Liu, Heng Tao Shen*. “Scalable Zero-Shot Learning via Binary Visual-Semantic Embeddings”. IEEE Transactions on Image Processing (TIP), 2019.

79. Jingjing Li, Mengmeng Jing, Ke Lu, Lei Zhu and Heng Tao Shen. “Locality Preserving Joint Transfer for Domain Adaptation”. IEEE Transactions on Image Processing (TIP), 2019.

80. Mengqiu Hu, Yang Yang, Fumin Shen, Ning Xie, Richang Hong, Heng Tao Shen. “Collective Reconstructive Embeddings for Cross-modal Hashing”. IEEE Transactions on Image Processing (TIP), 2019.

81. Xiang Zhou, Fumin Shen, Li Liu, Wei Liu, Liqiang Nie, Yang Yang and Heng Tao Shen. “Graph Convolutional Network Hashing”. IEEE Transactions on Cybernetics (TOC), 2019.

82. Jingjing Li, Ke Lu, Zi Huang, Lei Zhu and Heng Tao Shen. “Heterogeneous Domain Adaptation through Progressive Alignment”. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2018.

83. Yi Bin,Yang Yang,Chaofan Tao,Zi Huang,Jingjing Li and Heng Tao Shen. "MR-NET: Exploiting Mutual Relation for Visual Relationship Detection". The 33rd AAAI Conference on Artificial Intelligence (AAAI), 2019.

84. Lei Wang,Dongxiang Zhang,Jipeng Zhang,Xing Xu,Lianli Gao,Bingtian Dai and Heng Tao Shen. "Template-Based MathWord Problem Solvers with Recursive Neural Networks". The 33rd AAAI Conference on Artificial Intelligence (AAAI), 2019.

85. Lianli Gao,Kaixuan Fan,Jingkuan Song,Xianglong Liu,Xing Xu and Heng Tao Shen. "Deliberate Residual based Attention Network for Image Captioning". The 33rd AAAI Conference on Artificial Intelligence (AAAI), 2019.

86. Lianli Gao,Daiyuan Chen,Jingkuan Song,Xing Xu,Dongxiang Zhang and Heng Tao Shen. "Perceptual Pyramid Adversarial Networks for Text-to-Image Synthesis". The 33rd AAAI Conference on Artificial Intelligence (AAAI), 2019.

87. Lianli Gao,Pengpeng Zeng,Jingkuan Song,YuanFang Li,Wu Liu,Tao Mei and Heng Tao Shen. "Structured Two-stream Attention Network for Video Question Answering". The 33rd AAAI Conference on Artificial Intelligence (AAAI), 2019.

88. Yang Yang, Jie Zhou, Jiangbo Ai, Yi Bin, Alan Hanjalic, Heng Tao Shen*, Yanli Ji. “Video Captioning by Adversarial LSTM”. IEEE Transactions on Image Processing (TIP), 2018.

89. Chaojun Han, Fumin Shen, Li Liu, Yang Yang, Heng Tao Shen. “Visual Spatial Attention Network for Relationship Detection”. In Proceedings of 26th ACM International Conference on Multimedia (ACM MM), 2018.

90. Deqiang Ouyang, Jie Shao, Yonghui Zhang, Yang Yang, Heng Tao Shen. “Video-based Person Re-identification via Self-Paced Learning and Deep Reinforcement Learning Framework”. In Proceedings of 26th ACM International Conference on Multimedia (ACM MM), 2018.

91. Yanli Ji, Yang Yang, Fumin Shen, Heng Tao Shen*, Wei-Shi Zheng. “A Large Scale RGB-D Database for Arbitrary-view Human Action Recognition”. In Proceedings of 26th ACM International Conference on Multimedia (ACM MM), 2018.

92. Jingkuan Song, Lianli Gao, Xianglong Liu, Heng Tao Shen*. “Examine before You Answer: Multi-task Learning with Adaptive-attentions for Multiple-choice VQA”. In Proceedings of 26th ACM International Conference on Multimedia (ACM MM), 2018.

93. Jingkuan Song, Lianli Gao, Xing Xu, Heng Tao Shen*. “Cumulative Nets for Edge Detection”. In Proceedings of 26th ACM International Conference on Multimedia (ACM MM), 2018.

94. Teng Long, Xing Xu, YouYou Li, Fumin Shen, Jingkuan Song, Heng Tao Shen. “Pseudo Transfer with Marginalized Corrupted Attribute for Zero-shot Learning”. In Proceedings of 26th ACM International Conference on Multimedia (ACM MM), 2018.

95. Jie Shao, Gang Hu, Jingkuan Song, Xueliang Liu, and Heng Tao Shen*. "Towards Accurate Georeferenced Video Search with Camera Field of View Modeling". IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2018.

96. Zheng Zhang, Li Liu, Fumin Shen, Heng Tao Shen, Ling Shao. “Binary Multi-View Clustering”. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018.

97. Mingxing Zhang, Yang Yang, Hanwang Zhang, Xinghan Chen, Heng Tao Shen, Tat-Seng Chua. “More is Better: Precise and Detailed Image Captioning with Online Positive Recall and Missing Contents Mining”. IEEE Transactions on Image Processing (TIP), 2018.

98. Jingkuan Song, Pengpeng Zeng, Lianli Gao, Heng Tao Shen*. “From Pixels to Objects: Cubic Visual Attention for Visual Question Answering”. International Joint Conference on Artificial Intelligence (IJCAI), 2018.

99. Lianli Gao, Jingkuan Song, Dongxiang Zhang, Heng Tao Shen*. “Coarse-to-fine Image Co-segmentation with Intra and Inter Rank Constraints”. International Joint Conference on Artificial Intelligence (IJCAI), 2018.

100. Jingkuan Song, Jingqiu Zhang, Lianli Gao, Xianglong Liu, Heng Tao Shen*. “Dual Conditional GANs for Face Aging and Rejuvenation”. International Joint Conference on Artificial Intelligence (IJCAI), 2018.

101. Dongxiang Zhang, Mengting Ding, Dingyu Yang, Yi Liu, Ju Fan, Heng Tao Shen*. “Trajectory Simplification: An Experimental Study and Quality Analysis”. In Proceedings of 44th VLDB (PVLDB), 2018.

102. Yang Yang, Yaqian Duan, Xinze Wang, Zi Huang, Ning Xie, Heng Tao Shen*. "Hierarchical Multi-Clue Modelling for POI Popularity Prediction with Heterogeneous Tourist Information". IEEE Transactions on Knowledge and Data Engineering (TKDE), 2018.

103. Jingkuan Song, Yuyu Guo,Lianli Gao,Xuelong Li, Alan Hanjalic, Heng Tao Shen*. "From Deterministic to Generative: Multi-Modal Stochastic RNNs for Video Captioning". IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2018.

104. Dongxiang Zhang, Yuchen Li, Xin Cao, Jie Shao, Heng Tao Shen*. "Augmented Keyword Search on Spatial Entity Databases". VLDB Journal, 2018.

105. Lei Zhu, Zi Huang, Zhihui Li, Liang Xie, Heng Tao Shen*. "Exploring Auxiliary Context: Discrete Semantic Transfer Hashing for Scalable Image Retrieval". IEEE Transactions on Neural Networks and Learning Systems ( TNNLS), 2018.

106. Fumin Shen, Yan Xu, Li Liu, Yang Yang, Zi Huang, Heng Tao Shen*. "Unsupervised Deep Hashing with Similarity-Adaptive and Discrete Optimization". IEEE Transactions on Pattern Analysis and Machine Intelligence ( TPAMI), 2018.

107. Jingdong Wang, Ting Zhang, Jingkuan Song, Nicu Sebe, Heng Tao Shen*. "A Survey on Learning to Hash". IEEE Transactions on Pattern Analysis and Machine Intelligence ( TPAMI), 2018. (An early version " Hashing for similarity search: A survey" at arXiv:1408.2927).

108. Lingqiao Liu, Peng Wang, Chunhua Shen, Lei Wang, Anton van den Hengel, Chao Wang, Heng Tao Shen, "Compositional Model based Fisher Vector Coding for Image Classification". IEEE Transactions on Pattern Analysis and Machine Intelligence ( TPAMI), 2018.

109. Dongxiang Zhang, Long Guo, Xiangnan He, Jie Shao, Sai Wu, Heng Tao Shen*."A Graph-Theoretic Fusion Framework for Unsupervised Entity Resolution". In Proceedings of the 34th IEEE International Conference on Data Engineering ( ICDE), 2018.

110. Ying Xu, Dongxiang Zhang, Meihui Zhang, Dongsheng Li, Xiaoling Wang, Heng Tao Shen."Continuous Proximity Detection via Predictive Safe Region Construction". In Proceedings of the 34th IEEE International Conference on Data Engineering ( ICDE), 2018.

111. Jingkuan Song, Tao He, Lianli Gao, Xing Xu, Alan Hanjalic, Heng Tao Shen*."Binary Adversarial Networks for Image Retrieval". In Proceedings of the 32nd AAAI Conference on Artificial Intelligence ( AAAI), 2018.

112. Lei Wang, Dongxiang Zhang, Lianli Gao, Jingkuan Song, Long Guo, Heng Tao Shen."MathDQN: Solving Arithmetic Word Problems via Deep Reinforcement Learning". In Proceedings of the 32nd AAAI Conference on Artificial Intelligence ( AAAI), 2018.

113. Lianli Gao, Tao He, Jingkuan Song, Xing Xu, Heng Tao Shen*."Deep Region Hashing for Efficient Large-scale Instance Search from Images". In Proceedings of the 32nd AAAI Conference on Artificial Intelligence ( AAAI), 2018.

114. Mengqiu Hu, Yang Yang, Fumin Shen, Ning Xie, Heng Tao Shen. “Hashing with Angular Reconstructive Embeddings”. IEEE Transactions on Image Processing ( TIP), 2017.

115. Litao Yu, Zi Huang, Fumin Shen, Jingkuan Song, Heng Tao Shen*, Xiaofang Zhou. “Bilinear Optimized Product Quantization for Scalable Visual Content Analysis”. IEEE Transactions on Image Processing ( TIP), 2017.

116. Bokun Wang, Yang Yang, Xing Xu, Alan Hanjalic, Heng Tao Shen. "Adversarial Cross-Modal Retrieval". In Proceedings of 25th ACM International Conference on Multimedia ( ACM MM), 2017. ( Best Paper Award)

117. Fumin Shen, Xin Gao, Li Liu, Yang Yang and Heng Tao Shen*. "Deep Asymmetric Pairwise Hashing". In Proceedings of 25th ACM International Conference on Multimedia ( ACM MM), 2017.

118. Ruicong Xu, Yang Yang, Fumin Shen, Ning Xie, Heng Tao Shen. "Efficient Binary Coding for Subspace-based Query-by-Image Video Retrieval". In Proceedings of 25th ACM International Conference on Multimedia ( ACM MM), 2017.

119. Yi Bin, Yang Yang, Jie Zhou, Zi Huang, Heng Tao Shen. "Adaptively Attending to Visual Attributes and Linguistic Knowledge for Captioning". In Proceedings of 25th ACM International Conference on Multimedia ( ACM MM), 2017.

120. Lei Zhu, Zi Huang, Xiaojun Chang, Jingkuan Song, Heng Tao Shen. "Exploring Consistent Preferences: Discrete Hashing with Pair-Exemplar for Scalable Landmark Search". In Proceedings of 25th ACM International Conference on Multimedia ( ACM MM), 2017.

121. Jingjing Li, Ke Lu, Zi Huang, Heng Tao Shen. “Two Birds One Stone: On both Cold-Start and Long-Tail Recommendation”. In Proceedings of 25th ACM International Conference on Multimedia ( ACM MM), 2017.

122. Chao Li, Jiewei Cao, Zi Huang, Lei Zhu, Heng Tao Shen. "Leveraging Weak Semantic Relevance for Complex Video Event Classification". International Conference on Computer Vision ( ICCV), 2017.

123. Xing Xu, Fumin Shen, Yang Yang, Dongxiang Zhang, Heng Tao Shen*, Jingkuan Song. "Matrix Tri-Factorization with Manifold Regularizations for Zero-shot Learning". In Proceedings of 30th IEEE Conference on Computer Vision and Pattern Recognition ( CVPR), 2017.

124. Peng Wang, Lingqiao Liu, Chunhua Shen, Zi Huang, Anton van den Hengel, Heng Tao Shen. "Multi-attention Network for One Shot Learning". In Proceedings of 30th IEEE Conference on Computer Vision and Pattern Recognition ( CVPR), 2017.

125. Lianli Gao, Zhao Guo, Hanwang Zhang, Xing Xu, Heng Tao Shen*. "Videos Captioning with Attention-based LSTM and Semantic Consistency". IEEE Transactions on Multimedia ( TMM), 2017.

126. Yang Yang, Fumin Shen, Zi Huang, Heng Tao Shen*, Xuelong Li. "Discrete Nonnegative Spectral Clustering". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 2017.

127. Jingkuan Song, Zhao Guo, Wu Liu, Dongxiang Zhang, Heng Tao Shen*, Lianli Gao. “Hierarchical LSTM with Adjusted Temporal Attention for Video Captioning”. International Joint Conference on Artificial Intelligence ( IJCAI), 2017.

128. Xiaoshuai Sun, Jiewei Cao, Chao Li, Lei Zhu, Heng Tao Shen, "Web-based Semantic Fragment Discovery for On-line Lingual-Visual Similarity". In Proceedings of the 31st AAAI Conference on Artificial Intelligence ( AAAI), 2017.

129. Xiaoshuai Sun, Zi Huang, Hongzhi Yin, Heng Tao Shen. "An Integrated Model for Effective Saliency Prediction". In Proceedings of the 31st AAAI Conference on Artificial Intelligence ( AAAI), 2017.

130. Lianli Gao, Peng Wang, Jingkuan Song, Zi Huang, Jie Shao, Heng Tao Shen*. "Event Video Mashup: from Hundreds of Videos to Minutes of Skeleton". In Proceedings of the 31st AAAI Conference on Artificial Intelligence ( AAAI), 2017.

131. Fumin Shen, Yadong Mu, Yang Yang, Wei Liu, Li Liu, Jingkuan Song, Heng Tao Shen*. “Classification by Retrieval: Binarizing Data and Classifier”. In Proceedings of 40th International ACM SIGIR Conference on Research and Development in Information Retrieval ( SIGIR), 2017. ( Best Paper Award - Honorable Mention)

132. Fumin Shen, Yang Yang, Li Liu, Wei Liu, Dacheng Tao, Heng Tao Shen*. "Asymmetric Binary Coding for Image Search". IEEE Transactions on Multimedia ( TMM), 2017.

133. Mengqiu Hu, Yang Yang, Fumin Shen, Luming Zhang, Heng Tao Shen, Xuelong Li. "Robust Web Image Annotation via Exploring Multi-facet and Structural Knowledge". IEEE Transactions on Image Processing ( TIP), 2017.

134. Xing Xu, Fumin Shen, Yang Yang, Heng Tao Shen, Xuelong Li. "Learning Discriminative Binary Codes for Large-scale Cross-modal Retrieval". IEEE Transactions on Image Processing ( TIP), 2017.

135. Chao Li, Zi Huang, Yang Yang, Jiewei Cao, Xiaoshuai Sun, Heng Tao Shen*. "Hierarchical Latent Concept Discovery for Video Event Detection". IEEE Transactions on Image Processing ( TIP), 2017.

136. Yadan Luo, Yang Yang, Fumin Shen, Zi Huang, Pan Zhou, Heng Tao Shen. "Robust Discrete Code Modeling for Supervised Hashing". Pattern Recognition ( PR), 2017.

137. Dongxiang Zhang, Dingyu Yang, Yuan Wang, Kian-Lee Tan, Jian Cao, Heng Tao Shen. "Distributed Shortest Path Query Processing on Dynamic Road Networks". VLDB Journal, 2017.

138. Guosheng Lin, Fayao Liu, Chunhua Shen, Jianxin Wu, Heng Tao Shen. "Structured Learning of Binary Codes with Column Generation" . International Journal of Computer Vision ( IJCV), 2017.

139. Dongxiang Zhang, Liqiang Nie, Huanbo Luan, Kian-Lee Tan, Tat-Seng Chua, Heng Tao Shen, "Compact Indexing and Judicious Searching for Billion-Scale Microblog Retrieval". ACM Transactions on Information Systems ( TOIS), 2017.

140. Dongxiang Zhang, Yuchen Li, Ju Fan, Lianli Gao, Fumin Shen, Heng Tao Shen. "Processing Long Queries Against Short Text: Top-k Advertisement Matching in News Stream Applications". ACM Transactions on Information Systems ( TOIS), 2017.

141. Gang Hu, Jie Shao, Fenglin Liu, Yuan Wang, Heng Tao Shen. "IF-Matching: Towards Accurate Map-Matching with Information Fusion". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 2016.

142. Dongxiang Zhang, Long Guo, Liqiang Nie, Jie Shao, Sai Wu, Heng Tao Shen. "Targeted Advertising in Public Transportation Systems with Quantitative Evaluation". ACM Transactions on Information Systems ( TOIS), 2016.

143. Yuanzhouhan Cao, Chunhua Shen, Heng Tao Shen. "Exploiting Depth from Single Monocular Images for Object Detection and Semantic Segmentation". IEEE Transactions on Image Processing ( TIP), 2016.

144. Litao Yu, yang yang, Zi Huang, Peng Wang, Jingkuan Song, Heng Tao Shen. "Web Video Event Recognition by Semantic Analysis from Ubiquitous Documents". IEEE Transactions on Image Processing ( TIP), 2016.

145. Fumin Shen, Xiang Zhou, Yang Yang, Jingkuan Song, Heng Tao Shen and Dacheng Tao. "A Fast Optimization Method for General Binary Code Learning". IEEE Transactions on Image Processing ( TIP), 2016.

146. Jingkuan Song, Lianli Gao, Feiping Nie, Heng Tao Shen, and Nicu Sebe. "Optimized Graph Learning using Partial Tags and Multiple Features for Image and Video Annotation". IEEE Transactions on Image Processing ( TIP), 2016.

147. Hao Xiong, Tongliang Liu, Dacheng Tao, Heng Tao Shen. "Dual Diversified Dynamical Gaussian Process Latent Variable Model for Video Repairing". IEEE Transactions on Image Processing ( TIP), 2016.

148. Jingkuan Song, Heng Tao Shen, Jianfeng Wang, Zi Huang, Nicu Sebe, Jingdong Wang. "A Distance-Computation-Free Search Scheme for Binary Code Databases". IEEE Transactions on Multimedia ( TMM), 2016.

149. Litao Yu, Zi Huang, Jiewei Cao, Heng Tao Shen. "Scalable Video Event Retrieval by Visual State Binary Embedding". IEEE Transactions on Multimedia ( TMM), 2016.

150. Yang Yang, Yadan Luo, Weilun Chen, Fumin Shen, Jie Shao, Heng Tao Shen. "Zero-Shot Hashing via Transferring Supervised Knowledge". In Proceedings of 24th ACM International Conference on Multimedia ( ACM MM), 2016.

151. Yang Yang, Fumin Shen, Zi Huang, Heng Tao Shen. "A Unified Framework for Discrete Spectral Clustering". In Proceedings of the 27th International Joint Conferences on Artificial Intelligence ( IJCAI), 2016.

152. Lianli Gao, Jingkuan Song, Feiping Nie, Nicu Sebe, Heng Tao Shen. "Graph-without-cut: An Ideal Graph Learning for Image Segmentation". In Proceedings of the 30th AAAI Conference on Artificial Intelligence ( AAAI), 2016.

153. Peng Wang, Lingqiao Liu, Chunhua Shen, Zi Huang, Anton van Hengel, Heng Tao Shen. “Hi, Detector, What's Wrong with That Object ? Identifying Irregular Object From Images by Modelling the Detection Score Distribution”. In Proceedings of 29th IEEE Conference on Computer Vision and Pattern Recognition ( CVPR), 2016.

154. Fumin Shen, Wei Liu, Shaoting Zhang, Yang Yang, Heng Tao Shen. "Learning Binary Codes for Maximum Inner Product Search". In Proceedings of International Conference on Computer Vision ( ICCV), 2015.

155. Fumin Shen, Chunhua Shen, Xiang Zhou, Yang Yang, Heng Tao Shen. "Face Image Classification by Pooling Raw Features". Pattern Recognition ( PR), 2016.

156. Fumin Shen, Chunhua Shen, Qinfeng Shi, Anton van den Hengel, Zhenmin Tang, Heng Tao Shen. "Hashing on Nonlinear Manifolds”. IEEE Transactions on Image Processing ( TIP), 2015.

157. Jianfeng Wang, Jingdong Wang, Jingkuan Song, Xin-Shun Xu, Heng Tao Shen, and Shipeng Li. "Optimized Cartesian K-means". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 27(1): 180-192, 2015.

158. Shuai Liao, Xirong Li, Heng Tao Shen, Yang Yang, and Xiaoyong Du. "Tag Features for Geo-Aware Image Classification". IEEE Transactions on Multimedia ( TMM), 2015.

159. Fumin Shen, Chunhua Shen, Wei Liu, Hegn Tao Shen. “Supervised Discrete Hashing”. In Proceedings of 28th IEEE Conference on Computer Vision and Pattern Recognition ( CVPR), 2015.

160. Lianli Gao, Jingkuan Song, Feiping Nie, Yan Yan, Nicu Sebe, Heng Tao Shen. “Optimal Graph Leaning with Partial Tags and Multiple features for Image and Video Annotation”. In Proceedings of 28th IEEE Conference on Computer Vision and Pattern Recognition ( CVPR), 2015.

161. Jianfeng Wang, Heng Tao Shen, Shuicheng Yan, Nenghai Yu, Shipeng Li, and Jingdong Wang. "Optimized Distances for Binary Code Ranking". In Proceedings of 22nd ACM International Conference on Multimedia ( ACM MM), pages 517-526, 2014. ( Code)

162. Yingfan Liu, Jiangtao Cui, Zi Huang, Hui Li,, Heng Tao Shen. "SKLSH : An Efficient Index Structure for Approximate Nearest Neighbor Search". In Proceedings of 40th VLDB ( PVLDB), 7(9): 745-756, 2014.

163. Jiujun Liu, Yi Yang, Zi Huang, Yang Yang, Heng Tao Shen. "On the Influence Propagation of Web Videos". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 26(8): 1961-1973, 2014.

164. Ying Zhang, Wenjie Zhang, Qianlu Qin, Xuemin Lin,, Heng Tao Shen. "Effectively Indexing the Multi-dimensional Uncertain Objects". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 26(3):608-622, 2014.

165. Xiaofeng Zhu, Zi Huang, Heng Tao Shen and Xin Zhao. "Linear Cross-Modal Hashing for Effective Multimedia Search". In Proceedings of 21st ACM International Conference on Multimedia ( ACM MM), pages 143-152, 2013.

166. Jingkuan Song, Yi Yang, Zi Huang, Heng Tao Shen, and Jiebo Luo. "Effective Multiple Feature Hashing for Large-scale Near-duplicate Video Retrieval". IEEE Transactions on Multimedia ( TMM), 15(8):1-12, 2013.

167. Xiaofeng Zhu, Zi Huang, Jiangtao Cui, Heng Tao Shen. "Video-to-Shot Tag Propagation by Graph Sparse Group Lasso". IEEE Transactions on Multimedia ( TMM), 15(3):633-646, 2013.

168. Xiaofeng Zhu, Zi Huang, Hong Cheng, Jiangtao Cui, Heng Tao Shen. "Sparse Hashing for Fast Multimedia Search". ACM Transactions on Information Systems ( TOIS), 31(2), 2013.

169. Yang Yang, Zi Huang, Yi Yang, Heng Tao Shen* and Jiebo Luo. "Local Image Tagging via Graph Regularized Joint Group Sparsity". Pattern Recognition ( PR), 46(5):1358-1368, 2013.

170. Xiaofeng Zhu, Zi Huang, Yang Yang, Heng Tao Shen*, Changsheng Xu, and Jiebo Luo. "Self-taught Dimensionality Reduction on the High-dimensional Small-sized Data". Pattern Recognition ( PR), 46(1): 215-229, 2013.

171. Jiajun Liu, Zi Huang, Hongyun Cai, Heng Tao Shen*, Chong-Wah Ngo and Wei Wang. "Near-duplicate Video Retrieval: Current Research and Future Trends". ACM Computing Surveys, 45(4), 2013.

172. Jingkuan Song, Yang Yang, Yi Yang, Zi Huang, Heng Tao Shen. "Inter-Media Hashing for Large-scale Retrieval from Heterogenous Data Sources". In Proceedings of 32th ACM International Conference on Management of Data ( SIGMOD), pages 785-796, 2013.

173. Jiajun Liu, Zi Huang, Hong Cheng, Yueguo Chen, Heng Tao Shen and Yanchun Zhang. "Presenting Diverse Location Views with Real-time Near-duplicate Photo Elimination". In Proceedings of 29th IEEE International Conference on Data Engineering ( ICDE), pages 505-516, 2013.

174. Yang Yang, Yi Yang, Heng Tao Shen, Yanchun Zhang, Xiaoyong Du and Xiaofang Zhou. "Discriminative Nonnegative Spectral Clustering with Out-of-Sample Extension". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 25(8):1760-1771, 2013.

175. Jianbin Qin, Wei Wang, Chuan Xiao, Xuemin Lin, Heng Tao Shen. "VChunkJoin: An Efficient Algorithm for Edit Similarity Joins". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 25(8):1916-1929, 2013.

176. Jiajun Liu, Zi Huang, Lei Chen, Heng Tao Shen, and Zhixian Yan. "Discovering and Ranking Areas of Interest with Geo-tagged Images and Check-ins". In Proceedings of 20th ACM International Conference on Multimedia ( ACM MM), pages 589-598, 2012.

177. Xiaofeng Zhu, Zi Huang, Heng Tao Shen*, Jian Cheng and Changsheng Xu. "Dimensionality Reduction by Mixed Kernel Canonical Correlation Analysis". Pattern Recognition ( PR), 45(8):3003-3016, 2012.

178. Yi Yang, Fei Wu, Feiping Nie, Heng Tao Shen, Yueting Zhuang and Alexander G. Hauptmann. "Web & Personal Image Annotation by Mining Label Correlation with Relaxed Visual Graph Embedding". IEEE Transactions on Image Processing ( TIP), 21(3):1339-1351, 2012.

179. Minqi Zhou, Heng Tao Shen, Xiaofang Zhou, Weining Qian and Aoying Zhou. "Effective Data Density Estimation in Ring-based P2P Networks". In Proceedings of 28 th IEEE International Conference on Data Engineering ( ICDE), pages 594-605, 2012.

180. Jingkuan Song, Yi Yang, Zi Huang, Heng Tao Shen and Richang Hong. "Multiple Feature Hashing for Real-time Large Scale Near-duplicate Video Retrieval". In Proceedings of 19 th ACM International Conference on Multimedia ( ACM MM), pages 423-432, 2011.

181. Zi Huang, Heng Tao Shen, Jiajun Liu and Xiaofang Zhou. "Effective Data Co-Reduction for Multimedia Similarity Search". In Proceedings of 30th ACM International Conference on Management of Data ( SIGMOD), pages 1021-1032, 2011.

182. Zaiben Chen, Heng Tao Shen and Xiaofang Zhou. "Discovering Popular Routes from Trajectories". In Proceedings of 27th IEEE International Conference on Data Engineering ( ICDE), pages 900-911, 2011.

183. Jiajun Liu, Zi Huang, Heng Tao Shen and Bin Cui. "Correlation-based Retrieval for Heavily Changed Near-duplicate Videos". ACM Transactions on Information Systems ( TOIS), 29(4), 2011.

184. Yi Yang, Heng Tao shen, Feiping Nie, Rongrong Ji and Xiaofang Zhou. "Nonnegative Spectral Clustering with Discriminative Regularization". In Proceedings of the 25th AAAI Conference on Artificial Intelligence ( AAAI), 2011.

185. Yi Yang, Heng Tao Shen, Zhigang Ma, Zi Huang and Xiaofang Zhou. "L21-Norm Regularized Discriminative Feature Selection for Unsupervised Learning". In Proceedings of the 22nd International Joint Conferences on Artificial Intelligence ( IJCAI), pages 1589-1594, 2011.

186. Yang Yang, Yi Yang, Zi Huang, Heng Tao Shen and Feiping Nie. "Tag Localization with Spatial Correlations and Joint Group Sparsity". In Proceedings of IEEE Computer Vision and Pattern Recognition ( CVPR), pages 881-888, 2011.

187. Jie Shao, Heng Tao Shen, Zi Huang and Xiaofang Zhou. "Exploring Distributional Discrepancy for Multi-dimensional Point Set Retrieval". IEEE Transactions on Multimedia ( TMM). 13(1):71-78, 2011.

188. Zaiben Chen, Heng Tao Shen, Xiaofang Zhou, Yu Zheng and Xing Xie. "Searching Trajectories by Locations: An Efficiency Study". In proceedings of 29 th ACM SIGMOD International Conference on Management of Data ( SIGMOD), pages 255-266, 2010.

189. Zi Huang, Heng Tao Shen, Jie Shao, Bin Cui and Xiaofang Zhou. "Practical Online Near-duplicate Subsequence Detection for Continuous Video Streams". IEEE Transactions on Multimedia ( TMM). 12(5):386-398, 2010.

190. Zi Huang, Bo Hu, Hong Cheng, Heng Tao Shen, Hongyan Liu and Xiaofang Zhou. "Mining Near-duplicate Graph for Cluster-based Reranking of Web Video Search Results". ACM Transactions on Information Systems ( TOIS), 28(4), 2010.

191. Zi Huang, Heng Tao Shen, Jie Shao, Xiaofang Zhou and Bin Cui. "Bounded Coordinate System Indexing for Real-time Video Clip Search". ACM Transactions on Information Systems ( TOIS), 27(3), 2009.

192. Zaiben Chen, Heng Tao Shen, Xiaofang Zhou and Jeffrey Xu Yu. "Monitoring Path Nearest Neighbor in Road Networks". In proceedings of 28th ACM SIGMOD International Conference on Management of Data ( SIGMOD), pages 591-602, 2009.

193. Heng Tao Shen, Shouxu Jiang, Kian-Lee Tan, Zi Huang and Xiaofang Zhou. "Speed Up Interactive Image Retrieval". VLDB Journal, 18(1):329-343, 2009.

194. Ke Deng, Xiaofang Zhou, Heng Tao Shen, Shazia Sadiq and Xue Li."Instance Optimal Query Processing in Spatial Network". VLDB Journal, 18(3):675-693, 2009.

195. Heng Tao Shen, Jie Shao, Zi Huang and Xiaofang Zhou. "Effective and Efficient Query Processing for Video Subsequence Identification". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 21(3):321-334, 2009.

196. Zaiben Chen, Heng Tao Shen, Quanqing Xu and Xiaofang Zhou. "Instant Advertising in Mobile Peer-to-Peer Networks". In Proceedings of 25th IEEE International Conference on Data Engineering ( ICDE), pages 736-747, 2009.

197. Zi Huang, Heng Tao Shen, Jie Shao, Stefan Rueger and Xiaofang Zhou. "Locality Condensation: A New Dimensionality Reduction Method for Image Retrieval". In Proceedings of 16th ACM International Conference on Multimedia ( ACM MM), pages 219-228, 2008.

198. Jie Shao, Zi Huang, Heng Tao Shen, Jialie Shen and Xiaofang Zhou. "Distribution-based Similarity Measures for Multi-dimensional Point Set Retrieval Applications". In Proceedings of 16th ACM International Conference on Multimedia ( ACM MM), pages 429-438, 2008.

199. Jie Shao, Zi Huang, Heng Tao Shen, Xiaofang Zhou, Ee-Peng Lim and Yijun Li. "Batch Nearest Neighbor Search for Video Retrieval". IEEE Transactions on Multimedia ( TMM), 10(3):409-420, 2008.

200. Hoyoung Jeung, Man Lung Yiu, Xiaofang Zhou, Christian S. Jensen, Heng Tao Shen. "Discovery of Convoys in Trajectory Databases". In Proceedings of 34th VLDB ( PVLDB), pages 1(1):1068-1080, 2008.

201. Ke Deng, Xiaofang Zhou, Heng Tao Shen, Qing Liu, Kai Xu, and Xuemin Lin, "A Multi-resolution Surface Distribution Model for k-NN Query Processing", VLDB Journal, 17(5):1101-1119, 2008.

202. Hoyoung Jeung, Qing Liu, Heng Tao Shen, Xiaofang Zhou. "A Hybrid Prediction Model for Moving Objects". In Proceedings of 24th IEEE International Conference on Data Engineering ( ICDE), pages 70-79, 2008.

203. Zi Huang, Heng Tao Shen, and Xiaofang Zhou. "Localized Co-occurrence Model for Fast Approximate Search in 3D Structure Databases". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 20(4):519-531, 2008.

204. Ke Deng, Xiaofang Zhou, Heng Tao Shen. "Multi-source Skyline Query Processing in Road Networks". In Proceedings of 23rd IEEE International Conference on Data Engineering ( ICDE), pages 796-805, 2007.

205. Heng Tao Shen, Xiaofang Zhou and Aoying Zhou. "An adaptive and dynamic dimensionality reduction method for high-dimensional indexing". VLDB Journal, 16(2):219-234, 2007.

206. Hong Lu, Beng Chin Ooi, Heng Tao Shen, and Xiangyang Xue. "Hierarchical Indexing Structure for Efficient Similarity Search in Video Retrieval". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 18(11):1544-1559, 2006.

207. Kai Xu, Xiaofang Zhou, Xuemin Lin, Heng Tao Shen, and Ke Deng. "A Multi-Resolution Terrain Model for Efficient Visualization Query Processing", IEEE Transactions on Knowledge and Data Engineering ( TKDE), 18(10):1382-1396, 2006.

208. H.V. Jagadish, Beng Chin Ooi, Heng Tao Shen, Kian-Lee Tan, "Towards efficient multi-feature query processing". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 18(3):350-362, 2006.

209. Ke Deng, Xiaofang, Heng Tao Shen, Kai Xu, and Xuemin Lin. "Surface KNN Query Processing". In Proceedings of 22nd IEEE International Conference on Data Engineering ( ICDE), page 78, 2006.

210. Bin Cui, Jialie Shen, Cong Gao, Heng Tao Shen, Cui Yu. "Exploring Composite Acoustic Features for Efficient Music Similarity Query". In Proceedings of 14 th ACM International Conference on Multimedia ( ACM MM), pages 412-420, 2006.

211. Heng Tao Shen, Beng Chin OOi, Xiaofang Zhou and Zi Huang. "Towards Effective Indexing for Very Large Video Sequence Database". In Proceedings of 24 th ACM SIGMOD International Conference on Management of Data ( SIGMOD), pages 730-741, 2005.

212. Heng Tao Shen, Yan Feng Shu and Bei Yu. "Efficient Semantic-based Content Search in P2P Network". IEEE Transactions on Knowledge and Data Engineering ( TKDE), 16(7):813-826, 2004.

213. Nick Koudas, Beng Chin Ooi, Heng Tao Shen, and Anthony Tung. "LDC: Enabling Search By Partial Distance In A Hyper-Dimensional Space". In Proceedings of 20th IEEE International Conference on Data Engineering ( ICDE), page 6-17, 2004.

214. Hui Jin, Beng Chin Ooi, Heng Tao Shen, Cui Yu, Ao Ying Zhou. "An Adaptive and Efficient Dimensionality Reduction Algorithm for High-Dimensional Indexing", In Proceedings of 19th IEEE International Conference on Data Engineering ( ICDE), page 87-98, 2003.

215. Heng Tao Shen, Ooi Beng Chin and Kian-Lee Tan, "Giving Meanings to WWW Images". In Proceedings of the 8th ACM International Conference on Multimedia ( ACM MM), page 39-47, 2000.

2021年10月24日，入選2022年IEEE Fellow名單。

2021年1月14日，ACM的新入選Fellow名單公布，申恆濤入選，入選理由為對大型多媒體內容理解、索引和檢索做出的貢獻。

2020年12月入選國際計算機學會會士（ACM Fellow）；

2020年7月獲得多媒體頂級期刊IEEE Transactions on Multimedia 最佳論文獎（Best Paper Award）；

2020年1月獲得四川傑出人才獎；

2019年10月入選美國光學學會會士（OSA Fellow）；

2019年10月入選國際計算機學會傑出會員（ACM Distinguished Member）；

2019年10月獲得CCF A類國際多媒體頂級會議ACM Multimedia 2019 Grand Challenge Winner First Place；

2017年10月獲得CCF A類國際多媒體頂級會議ACM Multimedia 2017最佳論文獎(Best Paper Award )；

2017年8月獲得CCF A類國際信息檢索領域頂級會議最佳論文獎提名(Best Paper Award - Honorable Mention )；

2017年4月獲得國際多媒體旗艦會議IEEE ICME 2017 最佳論文鉑金獎(Best Paper Award - Platinum Award)；

2017年4月獲得國際多媒體旗艦會議IEEE ICME 2017 最佳論文入圍獎(Best Paper Award – Finalist )；

2017年9月獲得澳大利亞資料庫會議ADC 2017 最佳論文獎( Best Paper Award)；

2017年9月獲得澳大利亞資料庫會議ADC 2017 最佳學生論文獎( Best Student Paper Award )；

2017年9月獲得四川省“天府友誼獎”；

2016年獲得中國“僑界貢獻獎”（創新）；

2012年入選澳大利亞研究理事會未來院士（Future Fellowship）；

2010年獲得澳洲計算研究與教育學會研究傑出貢獻獎（CORE Australasia Chris Wallace Award）。