中科院计算所视觉信息处理与学习组

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科学研究
视觉建模组

组  长:常虹

Email:changhong@ict.ac.cn

地  址:中国科学院计算技术研究所

Visual Modeling group focuses on R&D of innovative machine learning methodologies and technologie to solve real-world computer vision problems including large-scale image/video representation and enhancement, as well as object (especially human) detection, tracking, recognition and retrieval, oriented to next-generation intelligent video surveillance.
研究内容

Image and video representation and enhancement;
Object (especially human) detection;
Object (especially human) tracking;
Object (especially human) recognition;
Person re-identificaiton;

Current Research Projects:

  • 1. Research on deep coding methods for image and video feature representation;

  • 2. Technologies in large-scale object detection and recognition;
部分论文

刊物论文

1.    Z. Cui, H. Chang, S. Shan, B. Ma, X. Chen. Joint sparse representation for video-based face recognition. Neurocomputing, 2014. 【pdf】

2.    W. Zheng, H. Chang, L. Liang, H. Ren, S. Shan, and X. Chen. Strip features for fast object detection. IEEE Transactions on Systems, Man and Cybernetics, Part B: Cybernetics, 2013. 【pdf】

3.    D. Zhai, H. Chang, S. Shan, X. Chen, W. Gao. Multi-View Metric Learning with Global Consistency and Local Smoothness. ACM Transactions on Intelligent Systems and Technology. Volume 3 Issue 3, May 2012. 【pdf】

4.    B. Li, H. Chang, S. Shan, X. Chen. Low-Resolution Face recognition via Coupled Local Preserving Mappings. IEEE Signal Processing Letters. Vol. 17, No. 1, 2010. 【pdf】

5.    X. Hong, H. Chang, S. Shan, B. Zhong, X. Chen, W. Gao. Sigma Set Based Implicit Online Learning For Object Tracking. IEEE Signal Processing Letters. vol.17, no.9, pp.807-810, Sept. 2010. 【pdf】

6.    B. Li, H. Chang, S. Shan, X. Chen. Aligning Coupled Manifolds for Face Hallucination. IEEE Signal Processing Letters. Vol. 16, No. 11, 2009. 【pdf】

会议论文

1.    Haomiao Liu, Ruiping Wang, Shiguang Shan, Xilin Chen. Learning Multifunctional Binary Codes for Both Category and Attribute Oriented Retrieval Tasks. In CVPR 2017. 【pdf】

2.    Yan Li, Ruiping Wang, Haomiao Liu, Huajie Jiang, Shiguang Shan, Xilin Chen. Two birds, one stone: Jointly learning binary code for large-scale face image retrieval and attributes prediction. In ICCV 2015. 【pdf】

3.    D. Zhai, H. Chang, Y. Zhen, X. Liu, X. Chen, W. Gao. Parametric Local Multimodal Hashing for Cross-view Similarity Search. Proceedings of the 23rd International Joint Conference on Arti cial Intelligence (IJCAI). Beijing, China , August 3-9, 2013. 【pdf】

4.    Y. Xie, H. Chang, Z. Li, L. Liang, X. Chen, D. Zhao. A unified framework for locating and recognizing human actions. Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), 2011. 【pdf】

5.    D. Zhai, H. Chang, B. Li, S. Shan, X. Chen, W. Gao. Manifold Alignment Via Corresponding Projections. Proceedings of the 21st British Machine Vision Conference (BMVC). Aberystwyth, UK, 2010. 【pdf】

6.    X. Hong, H. Chang, X. Chen, and W. Gao. Boosted Sigma Set for Pedestrian Detection. Proceedings of the Twentyth International Conference on Pattern Recognition (ICPR), 2010. 【pdf】

7.    B. Li, H. Chang, S. Shan, and X. Chen. Coupled Metric Learning for Face Recognition with Degraded Images. Proceedings of the 1st Asian Conference on Machine Learning (ACML), 2009. 【pdf】

8.    B. Li, H. Chang, S. Shan, X. Chen. Locality preserving constraints for super resolution with neighbor embedding. Proceedings of the IEEE International Conference on Image Processing (ICPR), 2009. 【pdf】

9.    D. Zhai, H. Chang, B. Li, S. Shan, X. Chen, W. Gao. Semi-Supervised Discriminant Analysis via Spectral Transduction. Proceedings of the 20th British Machine Vision Conference (BMVC). London, UK, 2009. 【pdf】

10.    X. Hong, H. Chang, S. Shan, X. Chen and W. Gao. Sigma Set: A Small Second Order Statistical Region Descriptor. Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), 2009. 【pdf】

11.    B. Li, H. Chang, S. Shan, X. Chen, W. Gao. Hallucinating Facial Images and Features. Proceedings of the Nineteenth International Conference on Pattern Recognition (ICPR), Tampa, Florida, USA, 7-11 December 2008. 【pdf】

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
  • Valse

  • 深度学习大讲堂

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