姓名：申恒涛 专业技术职务：教授
联系方式：
邮箱：shenhengtao@hotmail.com
系别：计算机软件与理论系

联系方式 邮箱 shenhengtao@hotmail.com
专业技术职务_详情页 教授
个人背景学习经历：
1996.08-2000.07计算机学士（一等荣誉），新加坡国立大学
2000.08-2004.06计算机博士，新加坡国立大学
工作经历：
2004.06—2007.02澳大利亚昆士兰大学，讲师
2007.03—2009.12澳大利亚昆士兰大学，高级讲师（终身教职）
2010.01—2011.12澳大利亚昆士兰大学，副教授（Reader）
2012.01—2017.02澳大利亚昆士兰大学，教授
2017.03—至今电子科技大学计算机科学与工程学院，教授
2017.12—至今电子科技大学计算机科学与工程学院，院长
2019.07—至今电子科技大学人工智能研究院，执行院长
2019.07—至今四川省人工智能研究院，院长

研究方向多媒体搜索、计算机视觉、人工智能、大数据管理

讲授课程
本科：《人工智能导论》、《大媒体前沿技术:机遇与挑战》
研究成果代表性研究项目：
1. 地空协作的重大灾害监测搜救平台主动认知技术研究，科技创新2030-“新一代人工智能”重大项目，2019.12-2023.12，主持；
2. 协同视觉与语言处理的视觉自然认知关键技术研究，国家自然科学基金国际(地区)合作与交流项目，2021.01-2025.12，主持；
3. 移动交互环境下的大媒体内容分析与检索，国家自然科学基金重点项目，2017.01-2021.12，主持；
论文列表：
作者+论文名称+期刊名称+发表时间或页面
部分代表论文如下：
[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]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.
[11]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.
[12]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.
[13]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.
[14]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.
[15]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.
[16]Xing Xu, Jialin Tian, Kaiyi Lin, Huimin Lu, Jie Shao and Heng Tao Shen, "Zero-Shot Cross-Modal Retrieval by Assembling Auto Encoder and Generative Adversarial Network", Transactions on Multimedia Computing Communications and Applications (TOMM), 2021.
[17]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), 2021.
[18]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), 2021.
[19]Ao Ma, Jingjing Li, Ke Lu, Lei Zhu, Heng Tao Shen. "Adversarial Entropy Optimization for Unsupervised Domain Adaptation". IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021.
[20]Yalan Ye, Ziwei Huang,Tongjie Pan,Jingjing Li*,Heng Tao Shen. "Reducing bias to source samples for unsupervised domain adaptation". Neural Networks , 2021.
[21]Yifeng Zhou, Xing Xu, Fumin Shen, Xiaofeng Zhu, Heng Tao Shen. "Flow-Edge Guided Unsupervised Video Object Segmentation". IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021.
[22]Yalan Ye, Yukun He, Tongjie Pan, Jingjing Li, Heng Tao Shen. "Alleviating Domain Shift via Discriminative Learning for Generalized Zero-Shot Learning". IEEE Transactions on Multimedia (TMM), 2021.
[23]Jingkuan Song, Jingqiu Zhang, Lianli Gao, Zhou Zhao,Heng Tao Shen. "AgeGAN++: Face Aging and Rejuvenation with Dual Conditional GANs". IEEE Transactions on Multimedia (TMM), 2021.
[24]Jiangbo Ai, Yang Yang, Xing Xu, Jie Zhou, Heng Tao Shen. "CC-LSTM: Cross and Conditional Long-Short Time Memory for Video Captioning". Pattern Recognition (PR), 2021.
[25]Xiaofeng Zhu, Hongming Li, Heng Tao Shen, Zheng Zhang, Yanli Ji, Yong Fan. "Fusing functional connectivity with network nodal information for sparse network pattern learning of functional brain networks". Information Fusion , 2021.
[26]Lianli Gao, Zijie Huang, Jingkua Song, Yang Yang, Heng Tao Shen. "Push & Pull: Transferable Adversarial Examples With Attentive Attack". IEEE Transactions on Multimedia (TMM), 2021.
[27]Jiwei Wei, Yang Yang, Xing Xu, Xiaofeng Zhu, Heng Tao Shen.. "Universal Weighting Metric Learning for Cross-Modal Retrieval". IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021.
[28]Mingxing Zhang, Yang Yang*, Xinghan Chen, Xing Xu, Jingjing Li, Heng Tao Shen. "Multi-stage Aggregated Transformer Network for Temporal Language Localization in Videos". IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
[29]Yiran Zhu, Xing Xu*, Fumin Shen, Yanli Ji, Lianli Gao and Heng Tao Shen. "PoseGTAC: Graph Transformer Encoder-Decoder with Atrous Convolution for 3D Human Pose Estimation". International Joint Conference on Artificial Intelligence (IJCAI), 2021.
[30]Jiao Li, Xing Xu*, Wei Yu, Fumin Shen, Zuo Cao, Kai Zuo and Heng Tao Shen. "Hybrid Fusion with Intra- and Cross-Modality Attention for Image-Recipe Retrieval". Special Interest Group on Information Retrieval (SIGIR), 2021.
[31]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.
[32]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.
[33]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.
[34]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.
[35]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.
[36]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.
[37]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.
[38]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.
[39]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.
[40]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.
[41]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.
[42]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.
[43]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.
[44]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.
[45]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.
[46]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.
[47]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.
[48]Lianli Gao, Tao Li, Jingkuan Song, Zhou Zhao, Heng Tao Shen. “Play and Rewind: Context-aware Video Temporal Action Proposals”. Pattern Recognition (PR), 2020.
[49]Lianli Gao, Zhilong Zhou, Heng Tao Shen, Jingkuan Song. "Bottom-up and Top-down: Bidirectional Additive Net for Edge Detection". International Joint Conference on Artificial Intelligence (IJCAI), 2020.
[50]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.
[51]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.
[52]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.
[53]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.
[54]Diwen Wan, Fumin Shen, Li Liu, Fan Zhu, Lei Huang, MengyangYu, Heng Tao Shen, Ling Shao. “Deep Quantization Generative Networks”. Pattern Recognition (PR), 2020.
[55]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.
[56]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.
[57]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.
[58]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.
[59]Jingran Zhang, Fumin Shen, Xing Xu, Heng Tao Shen. “Temporal Reasoning Graph for Activity Recognition”. IEEE Transactions on Image Processing (TIP), 2020.
[60]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.
[61]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.
[62]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.
[63]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.
[64]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.
[65]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.
更多详见：http://cfm.uestc.edu.cn/~shenht/
研究成果获奖：
2020年：IEEE Transactions on Multimedia，Prize Paper Award
2019年：ACM Multimedia 2019，Grand Challenge First Place Winner
2019年：First Place Winner in ACM Multimedia 2019 Grand Challenge for “Time-aware Session Embedding for Click-Through-Rate Prediction”
2018年：2^nd Place Award Web Vision Challenge on Image Classification Task in conjunction with CVPR
2017年：ACM Multimedia 2017，Best Paper Award
2017年：ACM SIGIR 2017，Best Paper Award (Honorable Mention)
2017年：IEEE ICME 2017，Best Paper Award (Platinum Award)
2017年：IEEE ICME 2017，Best Paper Award (Finalist)
2017年：ADC 2017，Best Paper Award
2017年：ADC 2017，Best Student Paper Award
2010年：APWEB 2010，Best Paper Award
2010年：CORE Australasia Chris Wallace Award
社会兼职及荣誉
2020年：ACM Fellow
2020年：四川杰出人才奖
2019年：OSA Fellow
2019年：ACM Distinguished Member
2019年：Member of Sichuan Province Decision-making Advisory Committee
2017年：Honorary Professor, University of Queensland
2017年：四川省“天府友谊奖”
2016年：中国“侨界贡献奖”（创新）
学术任职：
(1)国际期刊学术任职：
[Associate Editor]Journal of Software, 2021
[Associate Editor] Pattern recognition, 2021
[Associate Editor] IEEE Transactions on Image Processing, 2019-Present
[Associate Editor] IEEE Transactions on Multimedia, 2019-Present
[Associate Editor] ACM Transactions on Data Science, 2019-Present
[Associate Editor] IEEE Transactions on Knowledge and Data Engineering, 2012-2018
[Editor] Encyclopedia of Database Systems, 2015
(2)国际会议学术任职：
[General Co-chair] ACM Multimedia 2021
[General Co-chair] APWEB/WAIM 2019
[General Co-chair] The International Workshop on Indexing and Retrieval for Multimedia Database 2019 in conjunction with ICDE 2019
[General Co-chair] The International Workshop on Advances in Large-Scale Multimedia Data Collection, Mining and Retrieval, 2012
[TPC Co-Chair] KSEM 2020,ACM Multimedia 2015, PCM 2011, ADC 2010, 2011,MOUND 2010
[Local Organization Co-chair] ICDE 2013
[PC Area-Chair] ACM Multimedia 2018,2017, 2012, ICPR 2018, ICME 2013, ICDE 2013, 2012, HPCC 2010, DICTA 2010, etc.