※工作经历

2012.05-2012.08  初级研究助理  新加坡国立大学

2012.10-2012.12  研究助理  澳大利亚昆士兰大学

2012.12-2014.03  研究员  新加坡国立大学

2014.03-2014.07  研究员  昆士兰大学

2014.07-至今  教授  电子科技大学

2017.07-2017.09  访问教授新加坡国立大学

※研究方向

多媒体内容理解多媒体标注、多媒体检索社会媒体分析事件发现、事件跟踪、用户建模机器学习大规模哈希、稀疏编码、聚类算法等

※研究项目

1.面向图像识别系统攻防的生成对抗机器学习理论与方法，国家自然科学基金联合基金项目，2021.01-2024.12，主持；

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，2015.10-2019.12，主持；

3.不完备信息环境下网络敏感事件检测识别与管控系统研究，省科技厅重点研发项目，2020.01-2021.12，主持；

4.多效异构数据统一表达模型理论和技术研究，省外产学研项目，2018.01-2020.12，主持；

5.面向网络虚假媒体内容识别的跨媒体智能和少样本学习方法研究，中央高校基本科研业务费项目，2019.01-2020.12，主持；

※论文列表

[1] Jiwei Wei, Yang Yang, Xing Xu, Xiaofeng Zhu and Heng Tao Shen. "Universal Weighting Metric Learning for Cross-Modal Retrieval". IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021

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

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

[4]Xing Xu, Jingran Zhang, Yujie Li, Yichuan Wang, Yang Yang and Heng Tao Shen*. "Adversarial Attack against Urban Scene Segmentation for Autonomous Vehicles". IEEE Transactions on Industrial Informatics (TII), 2021

[5]Xiang Guan, Yang Yang, Jingjing Li, Xing Xu and 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

[6]Mingxing Zhang, Yang Yang, Xinghan Chen, Yanli Ji, Xing Xu, Jingjing Li and Heng Tao Shen. "Multi-stage Aggregated Transformer Network for Temporal Language Localization in Videos". IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021

[7]Zeyuan Chen, Yangchao Wang, Yang Yang and Dong Liu. "PSD: Principled Synthetic-to-Real Dehazing Guided by Physical Priors". IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

[8]Zhaojing Luo, Shaofeng Cai, Can Cui, Beng Chin Ooi and Yang Yang. "Adaptive Knowledge Driven Regularization for Deep Neural Networks". The 35th AAAI Conference (AAAI), 2021.

[9]Mengmeng Jing, Jingjing Li, Lei Zhu, Zhengming Ding, Ke Lu and Yang Yang. "Balanced Open Set Domain Adaptation via Centroid Alignment". The 35th AAAI Conference (AAAI), 2021.

[10]Liang Sun, Xiang Guan, Yang Yang and Lei Zhang. "Text-Embedded Bilinear Model for Fine-Grained Visual Recognition". ACM Multimedia (ACM MM), 2020.

[11]Mengmeng Jing , Jingjing Li, Ke Lu, Lei Zhu, Yang Yang and Zi Huang. "Incomplete Cross-modal Retrieval with Dual-Aligned Variational Autoencoders". ACM Multimedia (ACM MM), 2020.

[12]Jingjing Li, Mengmeng Jing, Lei Zhu, Zhengming Ding, Ke Lu, Yang Yang. "Learning Modality-Invariant Latent Representations for Generalized Zero-shot Learning". ACM Multimedia (ACM MM), 2020.

[13]Zhipu Liu, Lei Zhang and Yang Yang. "Hierarchical Bi-Directional Feature Perception Network for Person Re-Identification". ACM Multimedia (ACM MM), 2020.

[14]Xing Xu, Jiefu Chen, Jinhui Xiao, Zheng Wang, Yang Yang and Heng Tao Shen. "Learning Optimization-based Adversarial Perturbations for Attacking Sequential Recognition Models". ACM Multimedia (ACM MM), 2020.

[15]Yadan Luo, Zi Huang, Zheng Zhang, Ziwei Wang, Mahsa Baktashmotlagh and Yang Yang. "Learning from the Past: Continual Meta-Learning with Bayesian Graph Neural Networks". The 34th AAAI Conference (AAAI), 2020.

[16]Jiwei Wei, Xing Xu, Yang Yang, Yanli Ji, Zheng Wang and Heng Tao Shen. "Universal Weighting Metric Learning for Cross-Modal Matching". IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.

[17]Fuxiang Huang, Lei Zhang, Yang Yang and Xichuan Zhou. "Probability Weighted Compact Feature for Domain Adaptive Retrieval". IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.

[18]Shaofeng Zhang, Zheng Wang, Xing Xu, Xiang Guan and Yang Yang. "Fooled by Imagination: Adversarial Attack to Image Captioning via Perturbation in Complex Domain". IEEE International Conference on Multimedia and Expo (ICME), 2020.

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

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

[21]Mengmeng Jing, Jidong Zhao, Jingjing Li, Lei Zhu, Yang Yang and Heng Tao Shen. "Adaptive Component Embedding for Domain Adaptation". IEEE Transactions on Cybernetics (TCYB), 2020

[22]Mengmeng Jing, Jingjing Li, Ke Lu, Lei Zhu and Yang Yang. "Learning explicitly transferable representations for domain adaptation". Neural Networks, 2020

[23]Xing Xu, Tan Wang, Yang Yang, Alan Hanjalic and Heng Tao Shen. "Radial Graph Convolutional Network for Visual Question Generation". IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020

[24]Yadan Luo, Yang Li, Fumin Shen, Yang Yang, Peng Cui and Zi Huang. "Collaborative Learning for Extremely Low Bit Asymmetric Hashing". IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020

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

[26]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), 2020.

更多详见：http://cfm.uestc.edu.cn/~yangyang/

※研究成果获奖

2018年：ACM China Rising Star

2017年：Best Student Paper Award, ACM International Conference on Multimedia (ACM MM)

2017年：World's First 10K Best Paper Award - Platinum Best Paper, IEEE International Conference on Multimedia and Expo (ICME)

2017年：Best Paper Award, Australasian Database Conference (ADC)

2017年：Best Paper Award Honorable Mention, ACM SIGIR conference on Research and Development in Information Retrieval (SIGIR)

2015年：Best Paper Runner-up, International Conference on Multimedia Modelling (MMM)

2013年：Best Paper Award, ACM International Conference on Multimedia (ACM MM)

2013年：Best Paper Award, International Conference on Web Information Systems Engineering (WISE)

※社会兼职及荣誉

2021年：担任CCF A类会议ACM Multimedia 2021程序委员会主席

2019年：之江杯全球人工智能大赛创新类二等奖

2018年：四川省科技进步奖三等奖