姓       名：杨阳

性 别： 男

出生年月：

职 称： 教授、博士生导师

学 位： 博士

电子邮件：yang.yang@uestc.edu.cn

个人简介

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

学术经历

2002.09 - 2006.07于吉林大学计算机科学与技术专业取得学士学位；2006.09 - 2009.07于北京大学计算机科学与技术取得硕士学位；2009.09 - 2012.12于昆士兰大学计算机科学与技术攻读博士。

科研项目（省部级以上）

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）

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）

3、中央高校基本业务费基础研究项目

4、下一代极限搜索项目 （新加坡媒体发展局）

5、Synergizing Multimedia Content Understanding with Social Data Analysis （澳大利亚研究理事会）

6、Effective and Efficient Video Search （澳大利亚研究理事会）

7、Real-time Event Detection, Prediction, and Visualization for Emergency Response （澳大利亚研究理事会）

发表论文

（一）期刊

[1]"Radial Graph Convolutional Network for Visual Question Generation" IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020.

[2]"Collaborative Learning for Extremely Low Bit Asymmetric Hashing" IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020.

[3] "Exploiting Subspace Relation in Semantic Labels for Cross-modal Hashing" IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020.

[4]"Cross-Modal Attention with Semantic Consistence for Image-Text Matching". IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020.

[5] "Bidirectional Discrete Matrix Factorization Hashing for Image Search". IEEE Transactions on Cybernetics (TCYB), 2019. [Bibtex]

[6]"Hierarchical Multi-Clue Modelling for POI Popularity Prediction with Heterogeneous Tourist Information". IEEE Transactions on Knowledge and Data Engineering (TKDE), 2019. [Bibtex]

[7]"PML-LocNet: Improving Object Localization with Priorinduced Multi-view Learning Network". IEEE Transactions on Image Processing (TIP), 2019.

[8]"Optimal Projection Guided Transfer Hashing for Image Retrieval". IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2019.

[9] "A Context Knowledge Map Guided Coarse-to-fine Action Recognition". IEEE Transactions on Image Processing (TIP), 2019.

[10]"Scalable Deep Hashing for Large-scale Social Image Retrieval". IEEE Transactions on Image Processing (TIP), 2019.

[11]"Ternary Adversarial Networks with Self-Supervision for Zero-Shot Cross-Modal Retrieval". IEEE Transactions on Cybernetics (TCYB), 2019.

[12]"A Survey of Human Action Analysis in HRI Applications". IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2019.

[13]"Collective Reconstructive Embeddings for Cross-modal Hashing". IEEE Transactions on Image Processing (TIP), 2019. [Bibtex]

[14]"More is Better: Precise and Detailed Image Captioning using Online Positive Recall and Missing Concepts Mining". IEEE Transactions on Image Processing (TIP), 2019. [Bibtex]

[15]"Scalable Zero-Shot Learning via Binary Visual-Semantic Embeddings". IEEE Transactions on Image Processing (TIP), 2019.

[16]"Graph Convolutional Network Hashing". IEEE Transactions on Cybernetics (TCYB), 2018.

[17]"Video Captioning with Adversarial LSTM". IEEE Transactions on Image Processing (TIP), 2018. [Bibtex]

[18]"Describing Video with Attention based Bidirectional LSTM". IEEE Transactions on Cybernetics (TCYB), 2018. [Bibtex]

[19]"Unsupervised Deep Hashing with Similarity-Adaptive and Discrete Optimization". IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018.

[20] "Hashing with Angular Reconstructive Embeddings". IEEE Transactions on Image Processing (TIP), 2018. [Bibtex]

[21]"Robust Discrete Code Modeling for Supervised Hashing". Pattern Recognition (PR), 2018. [Bibtex]

[22] "Discrete Nonnegative Spectral Clustering". IEEE Transactions on Knowledge and Data Engineering (TKDE), 2017. [Bibtex]

[23]"Robust Web Image Annotation via Exploring Multi-facet and Structural Knowledge". IEEE Transactions on Image Processing (TIP), 2017. [Bibtex]

[24]"Asymmetric Binary Coding for Image Search". IEEE Transactions on Multimedia (TMM), 2017.

[25]"Learning Discriminative Binary Codes for Large-scale Cross-modal Retrieval". IEEE Transactions on Image Processing (TIP), 2017.

[26]"Hierarchical Latent Concept Discovery for Video Event Detection". IEEE Transactions on Image Processing (TIP), 2017.

[27]"Web Video Event Recognition by Semantic Analysis from Ubiquitous Documents". IEEE Transactions on Image Processing (TIP), 2016.

[28]"A Fast Optimization Method for General Binary Code Learning". IEEE Transactions on Image Processing (TIP), 2016.

[29]"Detecting Densely Distributed Graph Patterns for Fine-grained Image Categorization". IEEE Transactions on Image Processing (TIP), 2016.

[30]"Learning Visual Semantic Relationships for Efficient Visual Retrieval". IEEE Transactions on Big Data (TBD), 2016.

[31]"Robust Discrete Spectral Hashing for Large-Scale Image Semantic Indexing". IEEE Transactions on Big Data (TBD), 2015. [Bibtex]

[32]"Multitask Spectral Clustering by Exploring Intertask Correlation". IEEE Transactions on Cybernetics (TCYB), 2015. [Bibtex]

[33]"Multimedia Summarization for Social Events in Microblog Stream". IEEE Transactions on Multimedia (TMM), 2015.

[34] "Tag Features for Geo-Aware Image Classification". IEEE Transactions on Multimedia (TMM), 2015.

[35]"Compact Image Fingerprint via Multiple Kernel Hashing". IEEE Transactions on Multimedia (TMM), 2015.

[36]"Enhancing Video Event Recognition using Automatically Constructed Semantic-Visual Knowledge Base". IEEE Transactions on Multimedia (TMM), 2015.

[37] "Exploiting Web Images for Semantic Video Indexing via Robust Sample-specific Loss". IEEE Transactions on Multimedia (TMM), 2014. [Bibtex]

[38]"Robust (Semi-) Nonnegative Graph Embedding". IEEE Transactions on Image Processing (TIP), 2014.

[39]"Attribute-augmented Semantic Hierarchy: Towards Bridging Semantic Gap and Intention Gap in Image Retrieval". ACM Transactions on Multimedia Computing, Communications and Applications (TOMM), 2014.

[39] "Robust Hashing with Local Models for Effective Similarity Search". IEEE Transactions on Cybernetics (TCYB), 2014.

[40]"Discriminative Nonnegative Spectral Clustering with Out-of-Sample Extension". IEEE Transactions on Knowledge and Data Engineering (TKDE), 2013.

[41]"Local Image Tagging via Graph Regularized Joint Group Sparsity". Pattern Recognition (PR), 2013.

[42]ACM Transactions on Multimedia Computing, Communications and Applications (TOMM), 2013.

[43]"On the Influence Propagation of Web Videos". IEEE Transactions on Knowledge and Data Engineering (TKDE), 2013.

（三）国际会议论文

[1]  "Universal Weighting Metric Learning for Cross-Modal Matching". IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.

[2] "Probability Weighted Compact Feature for Domain Adaptive Retrieval". IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.

[3] "Fooled by Imagination: Adversarial Attack to Image Captioning via Perturbation in Complex Domain ". IEEE International Conference on Multimedia and Expo (ICME), 2020.

[4] "Residual Graph Convolutional Networks for Zero-Shot Learning". ACM Multimedia Asia (ACM MM Asia), 2019.

[5] "Curiosity-driven Reinforcement Learning for Diverse Visual Paragraph Generation". ACM Multimedia (ACM MM), 2019.

[6] "Matching Images and Text with Multi-modal Tensor Fusion and Re-ranking". ACM Multimedia (ACM MM), 2019.

[7] "CRA-Net: Composed Relation Attention Network for Visual Question Answering". ACM Multimedia (ACM MM), 2019.

[8] "Attention Transfer (ANT) Network for View-invariant Action Recognition". ACM Multimedia (ACM MM), 2019.

[9] "Alleviating Feature Confusion for Generative Zero-shot Learning". ACM Multimedia (ACM MM), 2019.

[10]  "Learning to Localize Objects with Noisy Labeled Instances". The 33rd AAAI Conference (AAAI), 2019.

[11] "MR-NET: Exploiting Mutual Relation for Visual Relationship Detection". The 33rd AAAI Conference (AAAI), 2019.

[12] "From Zero-Shot Learning to Cold-Start Recommendation". The 33rd AAAI Conference (AAAI), 2019.

[13] "A Large Scale RGB-D Database for Arbitrary-view Human Action Recognition". ACM Multimedia (ACM MM), 2018.

[14] "Video-based Person Re-identification via Self-Paced Learning and Deep Reinforcement Learning Framework". ACM Multimedia (ACM MM), 2018.

[15] "Visual Spatial Attention Network for Relationship Detection". ACM Multimedia (ACM MM), 2018.

[15] "Adversarial Cross-Modal Retrieval". ACM Multimedia (ACM MM), 2017. [Best Paper Award] [Code, PDF, Bibtex]

[17] "Efficient Binary Coding for Subspace-based Query-by-Image Video Retrieval". ACM Multimedia (ACM MM), 2017.

[18]"Adaptively Attending to Visual Attributes and Linguistic Knowledge for Captioning". ACM Multimedia (ACM MM), 2017.

[19]"Event Early Embedding: Predicting Event Volume Dynamics at Early Stage". ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2017. (short)

[20]"POI Popularity Prediction via Hierarchical Fusion of Multiple Social Clues". ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2017. (short)

[21]"Classification by Retrieval: Binarizing Data and Classifier". ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2017. [Best Paper Award – Honorable Mention]

[22]"Attribute Hashing for Zero-Shot Image Retrieval". IEEE International Conference on Multimedia and Expo (ICME), 2017. [World's FIRST 10K Best Paper Award – Platinum Award]

[23]"Asymmetric Sparse Hashing". IEEE International Conference on Multimedia and Expo (ICME), 2017. [Finalist of the World’s FIRST 10K Best Paper Award]

[24]"Matrix Tri-Factorization with Manifold Regularizations for Zero-shot Learning". IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.

[25]"One-Step Spectral Clustering via Dynamically Learning Affinity Matrix and Subspace". The 31st AAAI Conference (AAAI), 2017.

[26]"Zero-Shot Hashing via Transferring Supervised Knowledge". ACM Multimedia (ACM MM), 2016.

[27]"A Unified Framework for Discrete Spectral Clustering". International Joint Conference on Artificial Intelligence (IJCAI), 2016.

[28]"Visual Coding in a Semantic Hierarchy". ACM Multimedia (ACM MM), 2015.

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

[28] "What are Popular: Exploring Twitter Features for Event Detection, Tracking and Visualization". ACM Multimedia (ACM MM), 2015.

[29] "Learning Binary Codes for Maximum Inner Product Search". IEEE International Conference on Computer Vision (ICCV), 2015.

[30] "Image Tagging with Social Assistance". ACM International Conference on Multimedia Retrieval (ICMR), 2014.

[31] "Predicting Trending Messages and Diffusion Participants in Microblogging Network". ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2014.

[32] "One of a Kind: User Profiling by Social Curation". ACM Multimedia (ACM MM), 2014.

[33] "Attributes-augmented Semantic Hierarchy for Image Retrieval". ACM Multimedia (ACM MM), 2013. [Best Student Paper Award]

[34] "Inter-Media Hashing for Large-Scale Retrieval from Heterogeneous Data Sources". ACM International Conference on Management of Data (SIGMOD), 2013.

[35] "Tag Localization with Spatial Correlations and Joint Group Sparsity". IEEE Computer Vision and Pattern Recognition (CVPR), 2011.

[36] Participatory Video and Rural Community Construction in China 2011公共管理国际会议