楊陽(電子科技大學教授)

楊陽：男，電子科技大學教授。楊陽教授是國家“青年千人”和電子科技大學“百人計畫”獲得者。研究方向涵蓋多媒體、機器學習、人工智慧、大數據、計算機視覺、社交媒體等。近五年發表高水平學術論文70餘篇，包括ACM Multimedia、IJCAI、SIGMOD、CVPR、SIGIR、TKDE、TIP等在內的國際計算機領域頂級會議和期刊（CCF A類）。多次任職國際SCI期刊（客座）編委，如Neurocomputing、Multimedia Systems和Multimedia Tools and Applications等。曾多次擔任包括ACM Multimedia、ICME、ICIMCS、PCM在內的國際會議的程式委員會成員，以及包括IEEE TKDE, TMM, TCSVT, ACM TOMCCAP, TIST在內的國際頂級期刊的受邀審稿人。在多媒體領域頂級國際會議、中國計算機學術推薦國際學術會議排名A類的《The 21st ACM International Conference on Multimedia》上，所著的論文“Attribute-augmented Semantic Hierarchy: Towards Bridging Semantic Gap and Intention Gap in Image Retrieval”獲得最佳論文獎候選論文及最佳學生論文獎；在《14th International Conference on Web Information System Engineering》上，所著的論文“Spatio-temporal Event Modeling and Ranking”獲得最佳論文獎；在《MultiMedia Modelling 2016》會議上，獲得Best Paper Runner-up

學習經歷

2002.09-2006.07 學士 吉林大學 計算機科學與技術

2006.09-2009.07 碩士 北京大學 計算機科學與技術

2009.09-2013.04 博士 澳大利亞昆士蘭大學 信息技術

工作經歷

2012.05-2012.08 初級研究助理 新加坡國立大學

2012.10-2012.12 研究助理 澳大利亞昆士蘭大學

2012.12-2014.03 研究員 新加坡國立大學

2014.03-2014.07 研究員 昆士蘭大學

2014.07 至今 教授 電子科技大學

科研方向

多媒體信息檢索

多媒體標註、多媒體檢索、多媒體內容聚合、多媒體事件檢測等。

社會媒體分析

事件發現、事件跟蹤、用戶建模等。

機器學習

大規模哈希、稀疏編碼、聚類算法等。

研究項目

[1]《移動互動環境下的大媒體內容分析與檢索》 國家自然科學基金重點項目主研

[2]《協同視覺語義理解和社會媒體分析的關鍵技術研究》 國家自然科學基金面上項目主持

[3]《電子科技大學百人計畫啟動經費》主持

[4]《中央高校基本業務費基礎研究項目》主持

[5]《下一代極限搜尋項目》 新加坡媒體發展局參與

[6]《Synergizing Multimedia Content Understanding with Social Data Analysis》

澳大利亞研究理事會參與

[7]《Effective and Efficient Video Search》澳大利亞研究理事會參與

[8]《Real-time Event Detection, Prediction, and Visualization for Emergency Response》澳 大利亞研究理事會參與

[9]“面向應急回響的實時事件檢測、預測及可視化”項目 2016.01-2017.12 校級 中央

高校基本科研業務費基礎研究項目

論文列表

[1] Yang Yang, Fumin Shen, Heng Tao Shen, Hanxi Li and Xuelong Li. “Robust Discrete Spectral Hashing for Large-Scale Image Semantic Indexing”. IEEE Transactions on Big Data (TBD), 1(4): 162-171, 2016.

[2] 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 (TCYB), 45(5): 1083-1094, 2015.

[3] Yang Yang, Zheng-Jun Zha, Yue Gao, Xiaofeng Zhu and Tat-Seng Chua. “Exploiting Web Images for Robust Semantic Video Indexing via Sample-specific Loss”. IEEE Transactions on Multimedia (TMM), 16(6): 1677-1689, 2014.

[4] Yang Yang, Yi Yang, Yanchun Zhang, Xiaoyong Du, Heng Tao Shen 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.

[5] Yang Yang, Yi Yang and Heng Tao Shen. “Effective Transfer Tagging from Image to Video”. ACM Transactions on Multimedia Computing, Communications and Applications (TOMM), 9(2): 1-20, 2013.

[6] 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.

[7] Yang Yang, Zi Huang, Heng Tao Shen and Xiaofang Zhou. “Mining Multi-tag Association for Image Tagging”. World Wide Web Journal (WWWJ), 14(2):133-156, 2011.

[8] Litao Yu, Yang Yang*, 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）：5689-5701，2016.

[9] 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.

[10] Xiaobo Shen, Fumin Shen, Quansen Sun, Yang Yang, Yunhao Yuan and Heng Tao Shen. Semi-paired Discrete Hashing: Learning Latent Hash Codes for Semi-paired Cross-view Retrieval. IEEE Transactions on Cybernetics (TCYB), 2016.

[11] Xishan Zhang, Yang Yang*, Yongdong Zhang, Huanbo Luan, Jintao Li, Hanwang Zhang and Tat-Seng Chua. “Enhancing Video Event Recognition using Automatically Constructed Semantic-Visual Knowledge Base”. IEEE Transactions on Multimedia (TMM), 17(9): 1562-1575, 2015.

[12] 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.

[13] Fuhao Zou, Jingkuan Song, Yang Yang, Nicu Sebe and Ke Zhou. “Compact image fingerprint via multiple kernel hashing”. IEEE Transactions on Multimedia (TMM), 17(7): 1006-1018, 2015.

[14] Hanwang Zhang, Zheng-Jun Zha, Yang Yang*, Shuicheng Yan and Tat-Seng Chua. “Robust (Semi-) Nonnegative Graph Embedding”. IEEE Transactions on Image Processing (TIP), 23(7): 2996-3012, 2014.

[15] Jingwen Bian, Yang Yang*, Hanwang Zhang and Tat-Seng Chua. “Multimedia Summarization for Social Events in Microblog Stream”. IEEE Transactions on Multimedia (TMM), 17(2): 216-228, 2015.

[16] Zheng-Jun Zha, Yang Yang, Jinghui Tang, Meng Wang and Tat-Seng Chua. “Robust Multiview Feature Learning for RGB-D Image Understanding”. ACM Transactions on Intelligent Systems and Technology (TIST), 6(2): 15, 2015.

[17] Hanwang Zhang, Zheng-Jun Zha, Yang Yang, Shuicheng Yan, Yue Gao and Tat-Seng Chua. “Attribute-augmented Semantic Hierarchy: Towards a Unified Framework for Content-based Image Retrieval”. ACM Transactions on Multimedia Computing, Communications and Applications (TOMM), 11(1s): 21, 2014.

[18] Jingkuan Song, Yi Yang, Xuelong Li, Zi Huang and Yang Yang. “Robust Hashing with Local Models for Effective Similarity Search”. IEEE Transactions on Cybernetics (TCYB), 44(7): 1225-1236, 2013.

[19] Jiajun 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, 2013.

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

[21] Wei-Nan Zhang, Liujuan Cao, Yang Yang, Yu Zhang, Ting Liu and Rongrong Ji. “A Topic Clustering Approach to Finding Similar Questions from Large Question and Answer Archives”. PLOS ONE, 9(3), e71511, 2014.

[22] Xiaoming Zhang, Zi Huang, Heng Tao Shen, Yang Yang and Zhoujun Li. “Automatic Tagging by Exploring Tag Information Capability and Correlation”. World Wide Web Journal (WWWJ), 15:233-256, 2012.

[23] Yang Yang, Hao Ma, Xiaojun Zhang, Jia Yang and Bei Zhang. “Survey on Measurement and Analysis of Internet TV”. Journal of Chinese Computer Systems, 32(7):1302-1309, 2011.

[24] Xuefei Li, Hongyun Cai, Zi Huang, Yang Yang and Xiaofang Zhou. “Social Event Identification and Ranking on Flickr”. World Wide Web Journal (WWWJ), 18(5): 1219-1245, 2014.

[25] Fuhao Zou, Yunfei Wang, Yang Yang, Ke Zhou, Yunpeng Chen and Jingkuan Song. “Supervised Feature Learning via l2-norm Regularized Logistic Regression for 3D Object Recognition”. Neurocomputing, 151: 603-611, 2015.

[26] Qiong Liu, Zheng-Jun Zha and Yang Yang, “Gradient-domain-based Enhancement of Multi-view Depth Video”. Information Sciences, 281: 750-761, 2014.

[27] Mingxing Zhang, Yang Yang*, Hanwang Zhang and Fumin Shen. L2,p-norm and Sample Constraint Based Feature Selection and Classification for AD Diagnosis. Neurocompting, 195: 104-111, 2016.

[28] Fumin Shen, Yang Yang*, Xiang Zhou and Heng Tao Shen. Face Identification with Second-Order Pooling in Single-layer Networks. Neurocomputing, 187: 11-18, 2016.

[29] 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.

[30] Luming Zhang, Yang Yang*, Meng Wang, Richang Hong, Liqiang Nie and Xuelong Li. “Detecting Densely Distributed Graph Patterns for Fine-grained Image Categorization”. IEEE Transactions on Image Processing (TIP), 25(2): 553-565, 2016.

[31] Richang Hong, Yang Yang*, Meng Wang and Xian-Sheng Hua. “Learning Visual Semantic Relationships for Efficient Visual Retrieval”. IEEE Transactions on Big Data (TBD), 1(4): 152-161, 2016.

[32] Xishan Zhang, Hanwang Zhang, Yongdong Zhang, Yang Yang, Meng Wang, Huanbo Luan, Jintao Li and Tat-Seng Chua. “Deep Fusion of Multiple Semantic Cues for Complex Event Recognition”. IEEE Transactions on Image Processing (TIP), 25(3): 1033-1046, 2016.

[33] Hanxi Li, Fumin Shen, Chunhua Shen, Yang Yang and Yongsheng Gao. “Face Recognition using Linear Representation Ensembles”. Pattern Recognition (PR), 59: 72-87, 2016.

[34] Xiang Zhou, Fumin Shen, Yang Yang, Guangwei Gao and Yuan Wang, “Binary Code Learning via Optimal Class Representations”. Neurocomputing, 208: 59-65, 2016.

[35] Yi Bin, Yang Yang*, Fumin Shen, and Dongxiang Zhang. “Combining Multi-representation for Multimedia Event Detection Using Co-training”. Neurocomputing,217: 11-18, 2016.

[36] Sixiu Chen, Fumin Shen, Yang Yang, Xing Xu and Jingkuan Song, “Supervised Hashing with Adaptive Discrete Optimization for Multimedia Retrieval”, Neurocomputing, 2016.

[37] Mingxing Zhang, Yang Yang*, Fumin Shen, Hanwang Zhang, Fumin Shen and Yuan Wang. “Multi-View Feature Selection and Classification for Alzheimer's Disease Diagnosis”. Multimedia Tools and Applications, pages 1-15, 2016.

會議論文:

[38] Yang Yang, Yadan Luo, Weilun Chen, Fumin Shen, Jie Shao and Heng Tao Shen. “Zero-Shot Hashing via Transferring Supervised Knowledge”. ACM Multimedia (ACM MM), pages 1286-1295, 2016.

[39] Yang Yang, Fumin Shen, Zi Huang and Heng Tao Shen. “A Unified Framework for Discrete Spectral Clustering”. International Joint Conference on Artificial Intelligence (IJCAI), pages 2273-2279, 2016.

[40] Yi Bin, Yang Yang, Zi Huang, Fumin Shen, Xing Xu and Heng Tao Shen. “Bidirectional Long-Short Term Memory for Video Description”. ACM Multimedia (MM), pages 436-440, 2016.

[41] Xing Xu, Fumin Shen, Yang Yang, Heng Tao Shen, He Li and Jingkuan Song. “Cross-modal Retrieval with Label Completion”. ACM Multimedia (MM), pages 302-306, 2016.

[42] Xiu Huang, Yang Yang, Yue Hu, Fumin Shen and Jie Shao. “Dynamic User Attribute Discovery on Social Media”. APWeb, pages 256-267, 2016.

[43] Bingqing Ke, Jie Shao, Yi Zhang, Dongxiang Zhang, and Yang Yang. “An Online Approach for Direction-Based Trajectory Compression with Error Bound Guarantee”. APWeb, pages 79-91, 2016.

[44] Xing Xu, Fumin Shen, Yang Yang and Heng Tao Shen. “Discriminant Cross-Media Hashing”. ACM International Conference on Multimedia Retrieval (ICMR), pages 305-308, 2016.

[45] Fumin Shen, Wei Liu, Shaoting Zhang, Yang Yang, Heng Tao Shen. “Learning Binary Codes for Maximum Inner Product Search”. IEEE International Conference on Computer Vision (ICCV), pages 4148-4156, 2015

[46] Hongyun Cai, Yang Yang, Xuefei Li and Zi Huang. “What are Popular: Exploring Twitter Features for Event Detection, Tracking and Visualization”. ACM Multimedia (ACM MM), pages 89-98, 2015.

[47] Xing Xu, Yang Yang, Atsushi Shimada, Rinichoro Taniguchi and He Li. “Semi-supervised Coupled Dictionary Learning for Cross-modal Retrieval in Internet Images and Texts”. ACM Multimedia (ACM MM), pages 847-850, 2015.

[48] Yang Yang, Hanwang Zhang, Mingxing Zhang, Fumin Shen and Xuelong Li. “Visual Coding in a Semantic Hierarchy”. ACM Multimedia (ACM MM), pages 59-68, 2015.

[49] Jiewei Cao, Zi Huang and Yang Yang. “Spatial-aware Multimodal Location Estimation for Social Images”. ACM Multimedia (ACM MM), pages 119-128, 2015.

[50] Mengqiu Hu, Yang Yang, Hanwang Zhang, Fumin Shen and Jie Shao. “Multi-view Semi-supervised Learning for Web Image Annotation”. ACM Multimedia (ACM MM), pages 947-950, 2015.

[51] Gang Hu, Jie Shao, Lianli Gao and Yang Yang. “Exploring Viewable Angle Information for Georeferenced Video Search”. ACM Multimedia (ACM MM), pages 839-842, 2015.

[52] Hanwang Zhang, Xindi Zhang, Huanbo Luan, Yang Yang and Tat-Seng Chua. “Learning Features from Collective Intelligence: A Case Study for Social Multimedia”. ACM Multimedia (ACM MM), 1079-1082, 2015.

[53] Yang Yang, Yue Gao, Hanwang Zhang, Jie Shao and Tat-Seng Chua. “Image Tagging with Social Assistance”. ACM International Conference on Multimedia Retrieval (ICMR), pages 81, 2014.

[54] Hanwang Zhang, Yang Yang, Huanbo Luan, Shuicheng Yan and Tat-Seng Chua. “Start from Scratch: Towards Automatically Identifying, Modeling, and Naming Visual Attributes”. ACM Multimedia (ACM MM), pages 187-196, 2014.

[55] Peng Wang, Yang Yang, Zi Huang, Jiewei Cao and Heng Tao Shen. “WeMash: An Online System for Web Video Mashup”. ACM Multimedia (ACM MM), pages 753-754, 2014. (demo)

[56] Hongyun Cai, Zhongxian Tang, Yang Yang and Zi Huang. “EventEye: Monitoring Evolving Events from Tweet Streams”. ACM Multimedia (ACM MM), pages 747-748, 2014. (demo)

[57] Xue Geng, Hanwang Zhang, Zheng Song, Yang Yang, Huanbo Luan and Tat-Seng Chua. “One of a Kind: User Profiling by Social Curation”. ACM Multimedia (ACM MM), pages 567-576, 2014.

[58] Jingwen Bian, Yang Yang and Tat-Seng Chua. “Predicting Trending Messages and Diffusion Participants in Microblogging Network”. ACM SIGIR, pages 537-546, 2014.

[59] Hanwang Zhang, Zheng-Jun Zha, Yang Yang, Shuicheng Yan, Yue Gao and Tat-Seng Chua. “Attribute-augmented Semantic Hierarchy: Towards Bridging Semantic Gap and Intention Gap in Image Retrieval”. ACM Multimedia (ACM MM), pages 33-42, 2013. [Best Paper Candidates and Best Student Paper Award]

[60] Yang Yang, Zheng-Jun Zha, Heng Tao Shen and Tat-Seng Chua. “Robust Video Indexing by Harvesting Web Images”. 19th International Conference on Multimedia Modeling (MMM), pages 70-80, 2013.

[61] Jingkuan Song, Yang Yang, Yi Yang, Zi Huang and Heng Tao Shen. “Inter-Media Hashing for Large-Scale Retrieval from Heterogenous Data Sources”. ACM International Conference on Management of Data (SIGMOD), pages 785-796, 2013.

[62] Yang Yang, Yi Yang, Zi Huang, Jiajun Liu and Zhigang Ma. “Robust Cross-Media Transfer for Visual Event Detection”. ACM Multimedia (ACM MM), pages 1045-1048, 2012.

[63] Yang Yang, Yi Yang, Zi Huang, Heng Tao Shen and Feiping Nie. “Tag Localization with Spatial Correlations and Joint Group Sparsity”. IEEE Computer Vision and Pattern Recognition (CVPR), pages 881-888, 2011.

[64] Yang Yang, Yi Yang, Zi Huang and Heng Tao Shen. “Transfer Tagging from Image to Video”. ACM Multimedia (ACM MM), pages 1137-1140, 2011.

[65] Jingwen Bian, Yang Yang and Tat-Seng Chua. “Multimedia Summarization for Trending Topics in Microblogs”. ACM International Conference on Information and Knowledge Management (CIKM), pages 1807-1812, 2013.

[66] Xuefei Li, Hongyun Cai, Zi Huang, Yang Yang and Xiaofang Zhou. “Spatio-temporal Event Modeling and Ranking”. International Conference on Web Information Systems Engineering (WISE), pages 361-374, 2013. [Best Paper Award]

[67] Bicheng Luo, Zi Huang, Hongyun Cai and Yang Yang. “Imagilar: A Real-time Image Similarity Search System on Mobile Platform”. International Conference on Web Information Systems Engineering (WISE), pages 535-538, 2013. (demo)

[68] Heng Tao Shen, Jie Shao, Zi Huang, Yang Yang, Jingkuan Song, Jiajun Liu and Xiaofeng Zhu. “UQMSG Experiments at TRECVID 2011”, 2011.

[69] Long Guo, Jie Shao, Kian-Lee Tan and Yang Yang. “WhereToGo: Personalized Travel Recommendation for Individuals and Groups”. 15th IEEE International Conference on Mobile Data Management (MDM), pages 49-58, 2014.

[70] Jiewei Cao, Zi Huang, Yang Yang and Heng Tao Shen. “UQ-DKE's Participation at MediaEval 2014 Placing Task”. MediaEval 2014. [First Place in most tasks]

其他信息

人才計畫

國家“青年千人計畫”入選者

電子科技大學“校百人計畫”入選者

學術任職

美國計算機協會(ACM)會員

美國電氣電子工程師學會(IEEE)會員

中國計算機學會(CCF)會員

四川省科技廳評審專家

學術服務

編委

《Neurocomputing》(2015年至今)

客座編委

《Neurocomputing Special Issue on Good Practice in Multimedia Modelling》, 2016

《Neurocomputing Special Issue on Learning for Visual Semantic Understanding in Big Data》, 2014

《Multimedia System, Special Issue on Visual Semantic Analysis》, 2014

《Multimedia Tools and Application, Special Issue》, 2014

國際會議程式委員會委員

PCM 2014,

ICME 2014,

ICME 2013,

ICIMCS 2013 Special Session Track,

PCM 2013,

CIS 2013,

MUE 2014,

IEEE WoWMOM Workshop on Video Everywhere

期刊受邀審稿人

TKDE,.