杨阳教授是电子科技大学百人计划获得者。研究方向涵盖多媒体、机器学习、人工智能、大数据、计算机视觉、社交媒体等。近五年发表学术论文百余篇，包括ACM Multimedia、IJCAI、SIGMOD、CVPR、SIGIR、TKDE、TIP等在内的国际计算机领域顶级会议和期刊（CCF A类）。多次任职国际SCI期刊（客座）编委，多次担任国际会议的程序委员会成员，以及多个国际顶级期刊的受邀审稿人。获得ACM Multimedia 2013（多媒体顶级会议、CCF A）最佳论文奖候选论文及最佳学生论文奖、ICME 2017最佳论文铂金奖、WISE 2013最佳论文奖、SIGIR 2017最佳论文Honorable Mention、MMM 2015 Best Paper Runner-up等学术奖项。

多媒体信息检索          

    多媒体标注、多媒体检索、多媒体内容聚合、多媒体事件检测等。

社会媒体分析              

    事件发现、事件跟踪、用户建模等。

机器学习

   大规模哈希、稀疏编码、聚类算法等。

1]《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 主研

[2]《协同视觉语义理解和社会媒体分析的关键技术研究》 国家自然科学基金面上项目 主持

[3]《电子科技大学百人计划启动经费》 主持

[4]《中央高校基本业务费基础研究项目》 主持

[5]《下一代极限搜索项目》 新加坡媒体发展局 参与

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

  澳大利亚研究理事会 参与

[7]《Effective and Efficient Video Search》 澳大利亚研究理事会 参与

[8]《Real-time Event Detection, Prediction, and Visualization for Emergency Response》 澳  大利亚研究理事会 参与

[9]“面向应急响应的实时事件检测、预测及可视化”项目 2016.01-2017.12   校级  中央

    高校基本科研业务费基础研究项目

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

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

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

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

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

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

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

Yang Yang, Yadan Luo, Weilun Chen, Fumin Shen, Jie Shao and Heng Tao Shen. Zero-Shot Hashing Via Transferring Supervised Knowledge. ACM Multimedia (MM), 2016. (CCF A)

Yang Yang, Fumin Shen, Zi Huang and Heng Tao Shen. A Unified Framework for Discrete Spectral Clustering. International Joint Conference on Artificial Intelligence (IJCAI), 2016. (CCF A)

Yi Bin, Yang Yang, Zi Huang, Fumin Shen, Xing Xu and Heng Tao Shen. Bidirectional Long-Short Term Memory for Video Description. ACM Multimedia (ACM MM), 2016. (CCF A, short)

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), 2010. (CCF A)

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), 2010. (CCF A)

Yang Yang, Hanwang Zhang, Mingxing Zhang, Fumin Shen and Xuelong Li. Visual Coding in a Semantic Hierarchy. ACM Multimedia (MM), 2015. (CCF A)

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), 2015. (CCF A)

Jiewei Cao, Zi Huang and Yang Yang. Spatial-aware Multimodal Location Estimation for Social Images. ACM Multimedia (MM), 2015. (CCF A)

Hongyun Cai, Yang Yang, Xuefei Li and Zi Huang. What are Popular: Exploring Twitter Features for Event Detection, Tracking and Visualization. ACM Multimedia (MM), 2015. (CCF A)

Shuai Liao, Xirong Li, Heng Tao Shen, Yang Yang, Xiaoyong Du. Tag Features for Geo-Aware Image Classification. IEEE Transactions on Multimedia (TMM), 2015. (CCF B, JCR二区)

Fuhao Zou, Jingkuan Song, Yang Yang, Nicu Sebe and Ke Zhou. Compact Image Fingerprint via Multiple Kernel Hashing. IEEE Transactions on Multimedia (TMM), 2015. (CCF B, JCR二区)

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), 2015. (JCR一区)

Luming Zhang, Yang Yang*, Meng Wang, Liqiang Nie and Xuelong Li. Detecting Densely Distributed Graph Patterns for Fine-grained Image Categorization. IEEE Transactions on Image Processing (TIP), 2015. (CCF A)

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), 2015. (CCF B, JCR二区)

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), 2015. (JCR一区)

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), 2014. (CCF B, JCR二区)

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), 2013. (CCF A)

Yang Yang, Zi Huang, Yi Yang, Heng Tao Shen, and Jiebo Luo. Local Image Tagging via Graph Regularized Joint Group Sparsity. Pattern Recognition (PR), 2013. (CCF B, JCR二区)

Yang Yang, Yi Yang, Heng Tao Shen. Effective Transfer Tagging from Image to Video. ACM Transactions on Multimedia Computing, Communications and Applications (TOMM), 2013. (CCF B, JCR二区)

Hanwang Zhang, Zheng-Jun Zha, Yang Yang*, Shuicheng Yan and Tat-Seng Chua. Robust (Semi-) Nonnegative Graph Embedding. IEEE Transactions on Image Processing (TIP), 2010. (CCF A)

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), 2012. (CCF B, JCR二区)

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), 2013. (JCR一区)

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), 2013. (CCF A)

Yang Yang, Tat-Seng Chua. Image Tagging with Social Assistance. ACM International Conference on Multimedia Retrieval (ICMR), 2014. (CCF B)

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 (MM), 2014. (CCF A)

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 (MM), 2014. (CCF A)

Hanwang Zhang, Zheng-Jun Zha, Yang Yang, Shuicheng Yan, Yue Gao and Tat-Seng Chua. Attributes-augmented Semantic Hierarchy for Image Retrieval. ACM Multimedia (MM), 2013. (CCF A)

Jingkuan Song, Yang Yang, Yi Yang, Zi Huang and Heng Tao Shen. Inter-Media Hashing for Large-Scale Retrieval from Heterogeneous Data Sources. ACM International Conference on Management of Data (SIGMOD), 2013. (CCF A)

Jingwen Bian, Yang Yang and Tat-Seng Chua. Predicting Trending Messages and Diffusion Participants in Microblogging Network. ACM SIGIR, 2013. (CCF A)

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), 2011. (CCF A)

本科生课程： 

[1] 2014-2015第2学期  《数据库原理及应用》 

[2] 2016-2017第1学期  《视觉大数据分析与计算》

[3] 2017-2018第1学期  《视觉大数据分析与计算》

人才计划

四川省“千人计划”入选者

电子科技大学“校百人计划”入选者

学术任职

美国计算机协会(ACM)会员

美国电气电子工程师学会(IEEE)会员

中国计算机学会(CCF)会员

四川省科技厅评审专家

学术服务

 编委

 《Neurocomputing》(2015年至今)

客座编委

《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

国际会议程序委员会委员

 PCM 2014, 

 ICME 2014,

 ICME 2013,

 ICIMCS 2013 Special Session Track, 

 PCM 2013,

 CIS 2013, 

 MUE 2014, 

 IEEE WoWMOM Workshop on Video Everywhere

期刊受邀审稿人

 TKDE,

 TMM,

 TOMCCAP,

 TCSVT,

 CVIU,

 Neurocomputing,

 Multimedia Systems