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申恒涛

Personal Information:

Gender:Male

Education Level:With Certificate of Graduation for Doctorate Study

Alma Mater:新加坡国立大学

Degree:Doctoral Degree

Status:On the job

School/Department:计算机科学与工程学院(网络空间安全学院)

Administrative Position:院长

Honors and Titles:

Profile

   电子科技大学教授、博导。一直从事最前沿的计算机科学研究,研究方向包括大数据、多媒体、计算机数据、机器学习等。研究成果引领了国际高维复杂大数据索引的研究,在国际上率先实现了海量视频数据实时内容搜索。累计发表了100多篇高水平同行评审论文,绝大部分发表在为本领域顶级会议或期刊上,如VLDB Journal, TOISTKDE, TIP, TMM, Pattern RecognitionACM SIGMODACM MultimediaVLDBICDECVPR等。曾多次被很多国际会议或者研讨会邀请做大会报告。目前担任数据库领域重要期刊IEEE Transactions on Knowledge and Data Engineering编委,曾任IEEE Transactions on MultimediaWorld Wide Web Journal 的客座编委。申恒涛教授担任多个国际重要会议程序委员会联合主席,包括多媒体领域最高水平学术会议ACM Multimedia 2015;成功举办过数据库重要学术会议ICDE 2013和多媒体顶级会议ACM Multimedia 2015。申恒涛教授也与世界许多知名大学建立了长期合作与互访关系,是名古屋大学和新加坡国立大学的访问教授(Visiting Professor)。曾获得2010年澳洲计算研究与教育学会(Computing Research and Education Association of Australasia)授予的Chris Wallace Award

科研方向

多媒体、模式识别、数据库、数据挖掘、计算机视觉、人工智能

[1]“移动交互环境下的大媒体内容分析与检索项目  2017.01-2021.12 国家级 国家级自然

    科学基金重点项目

[2]“情境感知的移动视频检索关键技术和应用项目 2015.01-2017.12   校级  中央高校 

    基本科研业务费基础研究项目 

[3] "Synergising Multimedia Content Understanding with Social Data Analysis". 2013-2015  国家级 澳大利亚研究理事会

[4] "Taming the Uncertainty in Trajectory Data".  2013-2015 国家级 澳大利亚研究理事会

[5] "Realising the Value of Mobile Videos with Context Awareness". 2013-2016 国家级 澳大利亚研究理事会

[6] "Spotting Near-duplicate Sequences from Online Databases, Streams and Communities" 2010-2012 国家级 澳大利亚研究理事会

[7] "Effective and Efficient Video Search". 2009-2011 国家级 澳大利亚研究理事会

[8] "PreferPeer: Towards Efficient Location-aware Preference Search in Mobile Peer-to-Peer Databases"  2007-2009  国家级 澳大利亚研究理事会

[9] "Efficient Similarity Query Processing in High-dimensional Database"  2006-2008 国家级 澳大利亚研究理事会

[10]"Effective and Efficient Indexing for Realtime Video Search"  2008-2010  国家级  澳大利亚工业、创新、科研与高等教育部

书籍

[1]  Xiaofang Zhou, Alan F. Smeaton, Qi Tian, Dick C. A. Bulterman, Heng Tao Shen, Ketan Mayer-Patel, Shuicheng Yan: Proceedings of the 23rd Annual ACM Conference on Multimedia Conference, MM '15, Brisbane, Australia, October 26 - 30, 2015. ACM 2015, ISBN 978-1-4503-3459-4.

[2]  Eduard C. Dragut, Heng Tao Shen: Proceedings of the SIGMOD 2016 PhD Symposium, San Francisco, California, USA, June 26, 2016. ACM 2016, ISBN 978-1-4503-4192-9.

[3]  Pablo Barceló, Heng Tao Shen: Proceedings of the 2015 ACM SIGMOD PhD Symposium, Melbourne, VIC, Australia, May 31 - June 04, 2015. ACM 2015, ISBN 978-1-4503-3529-4.

[4]  AD Bimbo, K Candan, J Luo, T Mei, N Sebe, HT Shen, CGM Snoek, R Yan. Guest Editorial Special Section on Socio-Mobile Media Analysis and Retrieval. IEEE Transactions on Multimedia, 16 (3), 586-587, 2014.

[5]  Heng Tao Shen, Xian-Sheng Hua, Jiebo Luo, Vincent Oria: Guest editorial: content, concept and context mining in social media. World Wide Web (WWW), 15(2):115-116, 2012.

[6]  Yanchun Zhang and Heng Tao Shen. Proceedings of the 22nd Australasian Database Conference (ADC 2011), Volume 115, CRPIT.

[7]  Heng Tao Shen and Athman Bouguettaya. Proceedings of the 21st Australasian Database Conference (ADC 2010), Volume 104, CRPIT.

[8]  Heng Tao Shen and Jian Pei. WAIM 2010 Workshops, LNCS 6185, Springer.

[9]  Heng Tao Shen, Jinbao Li, Minglu Li, Jun Ni, Wei Wang. APWeb 2006 Workshops, LNCS 3842, Springer.   

[10]  Xiaofang Zhou,  Jianzhong Li, Heng Tao Shen, Masaru Kitsuregawa, and Ya nchun Zhang. Proceedings of APWeb 2006, LNCS 3841, Springer.

期刊论文               

[11]  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. (CCF A)

[12]  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.(CCF A)

[13]  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), pages1-102016.CCF A 

[14]  Litao Yu, yang yang, Zi Huang, Peng Wang, Jingkuan Song and Heng Tao Shen. "Web Video Event Recognition by Semantic Analysis from Ubiquitous Documents". IEEE Transactions on Image Processing (TIP), 25(12):5689-570, 2016.CCF A

[15]  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), 25(12):5610-5621,2016.CCF A

[16]  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), 25(11):4999-5011, 2016.CCF A

[17]  Hao Xiong, Tongliang Liu, Dacheng Tao, and Heng Tao Shen. "Dual Diversified Dynamical Gaussian Process Latent Variable Model for Video Repairing". IEEE Transactions on Image Processing (TIP), 25(8): 3626-3637, 2016.CCF A

[18]  Xiaobo Shen, Fumin Shen, Quan-sen Sun, Yang Yang, Yun-Hao Yuan, Heng Tao Shen. "Semi-paired Discrete Hashing: Learning Latent Hash Codes for Semi-paired Cross-view Retrieval".  IEEE Transactions on Cybernetics (TCYB), 2016.  (JCR 一区)

[19]  Peng Wang, Yuanzhouhan Cao, Chunhua Shen, Lingqiao Liu, Heng Tao Shen. “Temporal Pyramid Pooling Based Convolutional Neural Networks for Action Recognition”. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2016. 

[20]  Litao Yu, Zi Huang, Jiewei Cao, Heng Tao Shen. "Scalable Video Event Retrieval by Visual State Binary Embedding". IEEE Transactions on Multimedia (TMM), 18(8): 1590-1603, 2016. (JCR 二区)

[21]  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), 18(3): 484-495, 2016. (JCR 二区)

[22]  Fumin Shen, Chunhua Shen, Xiang Zhou, Yang Yang and Heng Tao Shen. "Face Image Classification by Pooling Raw Features". Pattern Recognition (PR), 54: 94-103, 2016.(JCR 二区)

[23]  Shuai Liao, Xirong Li, Heng Tao Shen, Yang Yang, and Xiaoyong Du. "Tag Features for Geo-Aware Image Classification". IEEE Transactions on Multimedia (TMM), 17(7): 1058-1067, 2015. (JCR 二区)

[24]  Fumin Shen, Chunhua Shen, Qinfeng Shi, Anton van den Hengel, Zhenmin Tang and Heng Tao Shen. "Hashing on Nonlinear Manifolds”. IEEE Transactions on Image Processing (TIP), 24(6): 1839-1851, 2015.CCF A

[25]  Yang Yang, Zhigang Ma, Yi Yang, Feiping Nie and Heng Tao Shen. “Multi-Task Spectral Clustering by Exploring Inter-Task Correlation”. IEEE Transactions on Cybernetics (TOC), 45(5): 1069-1080, 2015.(CCF A)

[26]  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. (CCF A)

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

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

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

[30]  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.  (JCR 二区)  

[31]  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.(CCF A) 

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

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

[34]  Yang Yang, Zi Huang, Yi Yang, Heng Tao Shen and Jiebo Luo. "Local Image Tagging via Graph Regularized Joint Group Sparsity". Pattern Recognitin (PR), 46(5): 1358-1368, 2013. (JCR 二区

[35]  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.  (JCR 二区)

[36]  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 Recognitin (PR), 46(1): 215-229, 2013.(JCR 二区)

[37]  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. (JCR 二区)

[38]  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.(CCF A)

[39]  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.(CCF A)

[40]  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.   (JCR 二区)

[41]  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.  (JCR 二区)

[42]  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.  (CCF A)

[43]  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 System (TOIS), 27(3), 2009. (CCF A)

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

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

[46]  Heng Tao Shen, Shouxu Jiang, Kian-Lee Tan, Zi Huang and Xiaofang Zhou. "Speed Up Interactive Image Retrieval". VLDB Journal, 18(1): 329-343, 2008. (CCF A)

[47]  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.(CCF A)

[48]  Jie Shao, Zi Huang, Heng Tao Shen, Xiaofang Zhou, Ee-Peng Lim and Yijun Li. "Batch Nearest Neighbor Search for Video Retrieval". IEEE Transaction on Multimedia (TMM), 10(3):409-420, 2008.  (JCR 二区)

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

[50]  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. (CCF A)

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

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

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

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

会议论文

[55]  Xiaoshuai Sun, Jiewei Cao, Chao Li, Lei Zhu, and Heng Tao Shen, "Web-based Semantic Fragment Discovery for On-line Lingual-Visual Similarity". AAAI Conference on Artificial Intelligence (AAAI), 2017. (CCF A)

[56]  Xiaoshuai Sun, Zi Huang, Hongzhi Yin, Heng Tao Shen. "An Integrated Model for Effective Saliency Prediction".AAAI Conference on Artificial Intelligence (AAAI), 2017. (CCF A)

[57]  Lianli Gao, Peng Wang, Jingkuan Song, Zi Huang, Jie Shao and Heng Tao Shen, "TITLE: Event Video Mashup: from Hundreds of Videos to Minutes of Skeleton", AAAI Conference on Artificial Intelligence (AAAI), 2017. (CCF A)

[58]  Yang Yang, Yadan Luo, Weilun Chen, Fumin Shen, Jie Shao and Heng Tao Shen. "Zero-Shot Hashing via Transferring Supervised Knowledge". In Proceedings of 24th ACM International Conference on Multimedia (ACM MM),  pages 1286-1295,2016.CCF A

[59]  Xing Xu, Fumin Shen, Yang Yang, Heng Tao Shen, Li He, Jingkuan Song. "Cross-modal Retrieval with Label Completion". In Proceedings of 24th ACM International Conference on Multimedia (ACM MM), 2016.(short)CCF A

[60]  Zhao Guo, Lianli Gao, Jingkuan Song, Xing Xu, Jie Shao, Heng Tao Shen, "Attention-based LSTM with Semantic Consistency for Videos Captioning". In Proceedings of 24th ACM International Conference on Multimedia (ACM MM), 2016.(short)CCF A

[61]  Jiewei Cao , Zi Huang, Peng Wang, Chao Li, Xiaoshuai Sun and Heng Tao Shen."Quartet-net Learning for Visual Instance Retrieval". In Proceedings of 24th ACM International Conference on Multimedia (ACM MM), 2016.(short)CCF A

[62]  Yi Bin, Yang Yang, Fumin Shen, Xing Xu and Heng Tao Shen. "Bidirectional Long-Short Term Memory for Video Description". In Proceedings of 24th ACM International Conference on Multimedia (ACM MM), 2016.(short)CCF A

[63]  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.CCF A

[64]  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), pages 2273-2279, 2016. CCF A

[65]  Lianli Gao, Jingkuan Song, Feiping Nie, Nicu Sebe and Heng Tao Shen. "Graph-without-cut: An Ideal Graph Learning for Image Segmentation". In Proceedings of the 30th AAAI Conference on Artificial Intelligence (AAAI), pages 1188-1194, 2016.  (CCF A)

本科生课程:

[1] 2014-20151学期  《计算机前沿知识讲座》

[2] 2016-20171学期  《大媒体前沿技术:机遇与挑战》

 

人才计划

成都人才计划专家

学术任职

澳大利亚昆士兰大学          教授

澳大利亚研究理事会     Future Fellow

名古屋大学                  访问教授

新加坡国立大学              访问教授

学术服务

 编委

IEEE Transactions on Knowledge and Data Engineering(2012年至今)

客座编委

IEEE Transactions on Multimedia, 2012

World Wide Web Journal, 2011

    国际会议程序委员会联席主席

ACM Multimedia 2015; PCM 2011; ADC 2011 and 2010; MOUND 2010 

    国际会议程序委员会领域主席

ICME 2013, ACM Multimedia 2012; ICDE 2012; HPCC 2010; DICTA 2010

    国际会议程序委员会本土联席主席

    ICDE 2013

    研讨会联席主席

    WAIM 2010

    联合大会主席

    The International Workshop on Advances in Large-Scale Multimedia Data Collection, Mining 

    and Retrieval 2012

    国际会议程序委员会委员

    ACM Multimedia, ACM SIGMOD, ACM SIGKDD, VLDB, ICDE

 

 

 

Other Contact Information:

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Educational Experience

  • 1996.7-2000.7

    新加坡国立大学 | 计算机 | With Certificate of Graduation for Undergraduate Study | Bachelor's Degree
     

  • 2000.7-2004.6

    新加坡国立大学 | 计算机 | With Certificate of Graduation for Doctorate Study | Doctoral Degree
     

Work Experience

  • 2017.12-Now

     电子科技大学计算机科学与工程学院  | 院长、教授 
     

  • 2014.2-2017.11

     电子科技大学  | 教授 
     

  • 2004.6-2014.2

     ITEE, University of Queensland  | Professor 
     

Social Affiliations

Research Focus

    NO Cnotent

Research Group

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