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


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科学研究
视觉建模组

组  长:常虹 副研究员

Email:changhong@ict.ac.cn

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

The current main research topics include:

●  Models and algorithms in machine learning, especially

1)    Manifold learning

2)    Multi-task learning

3)    Semi-supervised/Weakly supervised learning

4)    Deep learning

 

●  Image/video representation and understanding

1)    Attribute learning

2)    Visual relationship detection

3)    Combinatorial semantic learning

 

●  Image/video generation and enhancement

1)    Video prediction

2)    Image/video super-resolution

 

●  Object detection, tracking and recognition

1)    Multiple object detection

2)    Single/Multiple object tracking

3)    Person re-identification


部分论文

刊物论文

1.    Kongming Liang, Hong Chang, Bingpeng Ma, Shiguang Shan, Xilin Chen, "Unifying Visual Attribute Learning with Object Recognition in a Multiplicative Framework," IEEE Transactions on Pattern Analysis and Machine Intelligence(TPAMI), 2018.(Aceepted)

2.    Bingpeng Ma, Rui Huang, Lei Qin, "VOD: A Novel Image Representation for Head Yaw Estimation," Neurocomputing, vol. 148, pp. 455-466, 2015. 【pdf】

3.    Hao Liu, Bingpeng Ma, Lei Qin, Junbiao Pang, Chunjie Zhang, Qingming Huang, "Set-Label Modeling and Deep Metric Learning on Person Re-Identification," Neurocomputing, vol. 151, no. 3, pp. 1283-1292, 2015. 【pdf】

4.    Bingpeng Ma, Yu Su, Frederic Jurie, "Covariance Descriptor Based on Bio-Inspired Features for Person Re-Identification and Face Verification," Image and Vision Computing, vol. 32, no. 6-7, pp. 379-390, 2014. 【pdf】

5.    Bingpeng Ma, Annan Li, Xiujuan Chai, Shiguang Shan, "CovGa:A Novel Descriptor Based on Symmetry of Regions for Head Pose Estimation," Neurocomputing, vol. 143, pp. 97-108, 2014. 【pdf】

6.    Zhen Cui, Hong Chang, Shiguang Shan, Bingpeng Ma, "Joint Sparse Representation for Video-Based face Recognition," Neurocomputing, 2014. 【pdf】

7.    Wei Zheng, Hong Chang, Luhong Liang, Haoyu Ren, Shiguang Shan, Xilin Chen, "Strip Features for Fast Object Detection," IEEE Transactions on Cybernetics, vol. 43(6), pp. 1898, 2013. 【pdf】

8.    Bingpeng Ma, Xiujuan Chai, Tianjiang Wang, "A Novel Feature Descriptor Based on Biologically Inspired Feature for Head Pose Estimation," Neurocomputing, vol. 115, pp. 1-10, 2013. 【pdf】

9.    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】

10.    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】

11.    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】

12.    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.    Kongming Liang, Yuhong Guo, Hong Chang, Xilin Chen, "Visual Relationship Detection with Deep Structural Ranking," AAAI Conference on Artificial Intelligence(AAAI2018), New Orleans, Louisiana, USA, 2018. 【pdf】

2.    Xiaqing Xu, Bingpeng Ma, Hong Chang, Xilin Chen, "Siamese Recurrent Architecture for Visual Tracking," IEEE International Conference on Image Processing(ICIP2017), 2017. 【pdf】

3.    Kongming Liang, Yuhong Guo, Hong Chang, Xilin Chen, "Incomplete Attribute Learning with Auxiliary Labels," International Joint Conference on Artificial Intelligence(IJCAI2017), 2017. 【pdf】

4.    Xuesong Deng, Bingpeng Ma, Hong Chang, Shiguang Shan, Xilin Chen, "Deep Second-Order Siamese Network for Pedestrian Re-Identification," Asian Conference on Computer Vision(ACCV2016), pp. 321-337, 2016. 【pdf】

5.    Jianfeng He, Bingpeng Ma, Shuhui Wang, Yugui Liu, Qingming Huang, "Cross-Modal Retrieval by Real Label Partial Least Squares," ACM Multimedia(ACMMM2016), pp. 227-231, 2016. 【pdf】

6.    Liang Zhang, Bingpeng Ma, Guorong Li, Qingming Huang, Qi Tian, "PL-Ranking:A Novel Ranking Method for Cross-Modal Retrieval," ACM Multimedia(ACMMM2016), pp. 1355-1364, 2016. 【pdf】

7.    Mingquan Ye, Hong Chang, Xilin Chen, "Online Visual Tracking Via Coupled Object-Context Dictionary," British Machine Vision Conference(BMVC2015), Swansea, UK, 2015.

8.    Kongming Liang, Hong Chang, Shiguang Shan, Xilin Chen, "A Unified Multiplicative Framework for Attribute Learning," IEEE International Conference on Computer Vision(ICCV2015), Santiago, Chile, 2015.

9.    Bingpeng Ma, Qian Li, Hong Chang, "Gaussian Descriptor Based on Local Features for Person Re-Identification," ACCV Workshop on HIS, pp. 505-518, 2014. 【pdf】

10.    Bingpeng Ma, Annan Li, Xiujuan Chai, Shiguang Shan, "Head Yaw Estimation Via Symmetry of Regions," IEEE International Conference on Automatic Face and Gesture Recognition(FG2013), pp. 1-6, 2013. 【pdf】

11.    Deming Zhai, Hong Chang, Yi Zhen, Xianming Liu, Xilin Chen, Wen Gao, "Parametric Local Multimodal Hashing for Cross-View Similarity Search," International Joint Conference on Arti cial Intelligence(IJCAI2013), Beijing, China, 2013. 【pdf】

12.    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】

13.    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】

14.    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】

15.    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】

16.    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】

17.    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】

18.    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】

19.    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
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