中科院计算所视觉信息处理与学习组
中科院计算所视觉信息处理与学习组
杨双

职 称:助理研究员

研究方向:计算机视觉,图像序列分析

Shuang Yang is an assistant professor with the Key Laboratory of Intelligent Information Processing, Institute of Computing Technology (ICT), Chinese Academy of Sciences (CAS). She received her Ph.D. degree from the Institute of Automation (IA), University of Chinese Academy of Sciences (CAS) in 2016. Her research interests cover computer vision, pattern recognition, machine learning, especially include deep learning, Bayesian modeling and inference,probabilistic graphical models, etc.

学术服务
刊物服务
  • Reviewer of TNNLS, TKDE, Pattern Recognition
经历
教育经历
  • 2011-2016: Ph.D., Institute of Automation, Chinese Academy of Sciences
  • 2008-2011: M.E., HuNan University
  • 2004-2008: B.E., HuNan University
研究内容

1.   Problems in Computer Vision and Pattern Recognition

Video Understanding; Action Analysis; Image Sequence Processing

2.   Machine Learning Methods

Probabilistic Graphical Models, Recurrent Neural Networks, LSTM, and so on.
科研项目

1.   融合概率图模型与深度学习的图像序列分类

项目类型:国家自然基金
项目时间:2018.1-2020.12
项目负责人:杨双
著论

论文


Shanru Li, Liping Wang, Shuang Yang, Yuanquan Wang, Chongwen Wang: TinyPoseNet: A Fast and Compact Deep Network for Robust Head Pose Estimation. ICONIP (2) 2017: 53-63

 

Wen Sun, Chunfeng Yuan, Pei Wang, Shuang Yang, Weiming Hu, Zhaoquan Cai: Hierarchical Bayesian Multiple Kernel Learning Based Feature Fusion for Action Recognition. MPRSS 2016: 85-97

 

Shuang Yang, Chunfeng Yuan, Baoxin Wu, Weiming Hu, Fangshi Wang: Multi-feature max-margin hierarchical Bayesian model for action recognition. CVPR 2015: 1610-1618

 

Guan Luo, Shuang Yang, Guodong Tian, Chunfeng Yuan, Weiming Hu, Stephen J. Maybank: Learning Human Actions by Combining Global Dynamics and Local Appearance. IEEE Trans. Pattern Anal. Mach. Intell. 36(12): 2466-2482(2014)


Hao Yang,Baoxin Wu,Chunfeng Yuan, Shuang Yang: The Class-specic Oriented Attributes for Action Recognition CAAI Transaction on Intelligence Technology, 2016


Shuang Yang, Chunfeng Yuan, Weiming Hu, Xinmiao Ding: A Hierarchical Model Based on Latent Dirichlet Allocation for Action Recognition. ICPR 2014: 2613-2618

 

Baoxin Wu, Shuang Yang, Chunfeng Yuan, Weiming Hu, Fangshi Wang: Human Action Recognition Based on Oriented Motion Salient Regions. ACCV Workshops (1) 2014: 113-128

 

Chunfeng Yuan, Weiming Hu, Guodong Tian, Shuang Yang, Haoran Wang: Multi-task Sparse Learning with Beta Process Prior for Action Recognition. CVPR 2013: 423-429

 

Shuang Yang, Chunfeng Yuan, Haoran Wang, Weiming Hu: Combining sparse appearance features and dense motion features via random forest for action detection. ICASSP 2013: 2415-2419



视觉信息处理和学习组
  • 单位地址:北京海淀区中关村科学院南路6号
  • 邮编:100190
  • 联系电话:010-62600514
  • Email:yi.cheng@vipl.ict.ac.cn
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