Publications

Conference Papers:

[33] Tao Yang and Chun-Guang Li, “Local Convex Representation with Pruning for Manifold Clustering”, IEEE International Conference on Visual Communication and Image Processing (VCIP), December 1-4, 2019, Sydney, Australia.[pdf][code][The best student paper award][extended version] DOI:10.1109/VCIP47243.2019.8965757

[32] Chong You, Chun-Guang Li, Daniel P. Robinson, and Rene Vidal, “Is an Affine Constraint Needed for Affine Subspace Clustering?”, IEEE International Conference on Computer Vision (ICCV), 2019, pp.9915-9924, Oct. 27-Nov. 2, 2019, Seoul, Korea. [pdf][code]

[31] Xianbiao Qi, Yihao Chen, Rong Xiao, Chun-Guang Li, Qin Zou, and Shuguang Cui, “A Novel Joint Character Categorization and Localization Approach for Character-Level Scene Text Recognition”, accepted by International Conference on Document Analysis and Recognition (ICDAR), Workshop on Machine Learning, Sept. 20-25, Sydney, Australia, 2019. [pdf]

[30] Junjian Zhang, Chun-Guang Li, Chong You, Xianbiao Qi, Honggang Zhang, Jun Guo, Zhouchen Lin, “Self-Supervised Convolutional Subspace Clustering Network”, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pages 5473-5482, Jun. 16-20, 2019, Long Beach, California, USA. [pdf][code]

[29] Chun-Guang Li, Junjian Zhang, and Jun Guo, “Constrained Sparse Subspace Clustering with Side Information”, International Conference on Pattern Recognition (ICPR), Aug. 20-24, Beijing, 2018, pp.2093-2099.[pdf][slides][code] (oral rate: 10%)

[28] Ruopei Guo, Chun-Guang Li, Yonghua Li, and Jiaru Lin, “Density-Adaptive Kernel Ranking for Person Re-Identification”, International Conference on Pattern Recognition (ICPR), Aug. 20-24, Beijing, 2018, pp.982-987.[pdf][poster][code]

[27] Jianlou Si, Honggang Zhang, Chun-Guang Li, Jason Kuen, Xiangfei Kong, Alex Kot, and Gang Wang, “Dual Attention Matching Networks for Context-Aware Feature Sequence based Person Re-Identification”, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun. 19-21, 2018, Salt Lake City, USA.[pdf]

[26] Junjian Zhang, Chun-Guang Li, Honggang Zhang, and Jun Guo, “Low Rank and Structured Sparse Subspace Clustering”, In Proc. of IEEE International Conference on Visual Communication and Image Processing (VCIP), Nov. 27-30, 2016, Chengdu, China.[pdf]

[25] Chong You, Chun-Guang Li, Daniel Robinson, and Rene Vidal. “Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering”, accepted by CVPR 2016. (Oral paper, acc rate: 3.9%)[pdf]

[24] Chun-Guang Li, Zhouchen Lin, Honggang Zhang, and Jun Guo, “Learning Semi-Supervised Representation Towards a Unified Optimization Framework for Semi-Supervised Learning”, In Proc. of IEEE International Conference on Computer Vision (ICCV), Dec. 11-18, 2015, pp.2767-2775, Santiago, Chile. [pdf][spotlight]

[23] Zhen Qin, Chun-Guang Li, Honggang Zhang, and Jun Guo, “Improving Tag Matrix Completion for Image Annotation and Retrieval”, In Proc. of IEEE International Conference on Visual Communication and Image Processing (VCIP), Dec. 13-16, 2015, Singapore.[pdf]

[22] Chun-Guang Li, Chong You, and René Vidal, “On Sufficient Conditions for Affine Sparse Subspace Clustering”, In Signal Processing with Adaptive Structured Sparse (SPARS) Workshop, July 6-9, 2015, Cambridge, UK.[pdf]

[21] Jianlou Si, Honggang Zhang, and Chun-Guang Li, “Regularization in Metric Learning for Person Re-Identification”, In Proc. of IEEE Conference on Image Processing (ICIP), Sept. 27-30, 2015, Quebec, Canada.[pdf]

[20] Chun-Guang Li and René Vidal, “Structured Sparse Subspace Clustering: A Unified Optimization Framework”, In Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp.277-286, June 7-12, 2015, Boston, Massachusetts, US.[pdf][code]

[19] Jianlou Si, Honggang Zhang, and Chun-Guang Li, “Person Re-Identification via Region-of-Interest based Features”, In Proc. of IEEE Conference on Visual Communications and Image Processing (VCIP), Dec.7-10, 2014, Valletta, Malta.[pdf]

[18] Xianbiao Qi, Yu Qiao, Chun-Guang Li, and Jun Guo, "Exploring Cross-Channel Texture Correlation for Color Texture Classification", British Machine Vision Conference (BMVC), Sept 9-13, 2013, Bristol, UK. [pdf]

[17] Xianbiao Qi, Yu Qiao, Chun-Guang Li, and Jun Guo, "Multi-scale Joint Encoding of Local Binary Patterns for Texture and Material Classification", British Machine Vision Conference (BMVC), Sept 9-13, 2013, Bristol, UK. [pdf]

[16] Xianbiao Qi, Yi Lu, Shifeng Chen, Chun-Guang Li, and Jun Guo, "Spatial Co-Occurrence of Local Intensity Order for Face Recognition", ICME Workshop on Management Information Systems in Multimedia Art, Education, Entertainment, and Culture (MIS-MEDIA), July 15-19, 2013, San Jose, USA. [pdf]

[15] Qiang Wang, Zhiyuan Guo, Gang Liu, Chun-Guang Li, Jun Guo, “Local alignment for query by humming”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, Canada, May 2013.[pdf]

[14] Chun-Guang Li, Xianbiao Qi, and Jun Guo, "Dimensionality Reduction by Low-Rank Embedding", The 2012 Sino-foreign-interchange Workshop on Intelligence Science and Intelligent Data Engineering (ISciDE2012), LNCS 7751, pp.181-188, 2013. [pdf]

[13] Xianbiao Qi, Rong Xiao, Lei Zhang, Chun-Guang Li, and Jun Guo, "A Rapid Flower/Leaf Recognition System", The 20th anniversary ACM Multimedia (ACM MM), 2012, Nara. [pdf]

[12] Chun-Guang Li, Xianbiao Qi, Jun Guo and Bo Xiao, "An Evaluation on Different Graphs for Semi-supervised Learning'', The 2011 Sino-foreign-interchange Workshop on Intelligence Science and Intelligent Data Engineering (ISciDE2011), LNCS 7202, pp. 58-65, 2012. [pdf]

[11] Chun-Guang Li, Jun Guo and Hong-gang Zhang, "Local Sparse Representation based Classification'', The 20th International Conference on Pattern Recognition (ICPR), August 23-26, 2010, Istanbul, Turkey. [pdf]

[10] Qianfang Xu, Chun-Guang Li, Bo Xiao, Jun Guo, “A Visualization Algorithm for Alarm Association Mining”, International Conference on Network Infrastructure and Digital Content, pp. 326-330, 2009.[pdf]

[9] Chun-Guang Li, Jun Guo, and Hong-gang Zhang, "Learning Bundle Manifold by Double Neighborhood Graphs", The 9th Asian Conference on Computer Vision (ACCV), 2009, LNCS 5996, Part III, pp. 321-330. [pdf]

[8] Chuang Zhang, Ming Wu, Chun-Guang Li, Bo Xiao, Zhiqing Lin, "Resume Parser: Semi-structured Chinese Document Analysis", CSIE (5), 2009, pp.12-16. [pdf]

[7] Hong-gang Zhang, Jun Guo, Guang Chen, and Chun-Guang Li, "HCL2000 -- A Large-scale Handwritten Chinese Character Database for Handwritten Character Recognition", ICDAR 2009, pp.286-290. [pdf]

[6] Chun-Guang Li, Jun Guo, and Xiangfei Nie, “Intrinsic Dimensionality Estimation with Neighborhood Convex Hull”, Proceeding of the International Conference on Computational Intelligence and Security. [pdf]

[5] Chun-Guang Li, Jun Guo, and Hong-gang Zhang, "Pruning Neighborhood Graph for Geodesic Distance based Semi-Supervised Classification", Proceeding of the International Conference on Computational Intelligence and Security 2007, pp.428-432. [pdf]

[4] Xiangfei Nie, Jun Guo, Zhen Yang, Chun-Guang Li, Jian Wang, Weihong Deng, "EMD Based Face Gender Discrimination", The Sixth World Congress on Intelligent Control and Automation (WCICA), Vol.1, pp. 4078-4081, 2006.

[3] Chun-Guang Li, Jun Guo, and Xiangfei Nie, "Learning geodesic metric for out-of-sample extension of isometric embedding", Proceeding of the International Conference on Computational Intelligence and Security 2006, Part I, 2006, pp.449-452. [pdf]

[2] Chun-Guang Li and Jun Guo, "Supervised Isomap with explicit mapping", Proceeding of the First International Conference on Innovative Computing, Information and Control, Vol.3, 2006, pp.345-348. [pdf]

[1] Chun-Guang Li, Jun Guo, Guang Chen, Xiangfei Nie, and Zhen Yang, "A version of Isomap with explicit mapping", Proceeding of the International Conference on Machine Learning and Cybernetics, Vol.6, 2006, pp.3201-3206. [pdf]

Journal Papers:

[17] Ruopei Guo, Chaoqun Lin, Chun-Guang Li, and Jiaru Lin, “Deep Group-Shuffling Dual Random Walks with Label Smoothing for Person Re-Identification”, Submitted to IEEE Access, Jan 2020.

[16] Shuai Di, Qi Feng, Chun-Guang Li, Honggang Zhang, Chiu C. Tan, and Haibin Ling, “Rainy Night Scene Understanding with Near-Scene Semantic Adaptation”, Accepted by IEEE Trans. on Intelligent Transportation System, Feb. 1, 2020. [pdf]

[15] Ruopei Guo, Chun-Guang Li, Yonghua Li, Jiaru Lin, and Jun Guo, “Density-Adaptive Kernel based Efficient Re-Ranking Approaches for Person Re-Identification”, Submitted to Neurocomputing, August 31, 2019. [pdf][code]

[14] Junjian Zhang, Chun-Guang Li, Tianming Du, Honggang Zhang, and Jun Guo, “Convolutional Subspace Clustering Network with Block Diagonal Prior”, IEEE Access, Vol. 8, Dec. 2019, pp. 5723-5732. DOI: 10.1109/ACCESS.2019.2963279

[13] Chun-Guang Li, Chong You, and René Vidal, “On Geometric Analysis of Affine Sparse Subspace Clustering”, IEEE Journal of Selected Topics in Signal Processing, Vol.12, Issue 6, pp.1520-1533, Dec. 2018. DOI: 10.1109/JSTSP.2018.2867446 [pdf]

[12] Jianlou Si, Honggang Zhang, Chun-Guang Li, and Jun Guo, “Spatial Pyramid-Based Statistical Features for Person Re-Identification: A Comprehensive Evaluation”, IEEE Transactions on Systems, Man, and Cybernetics: Systems, Vol.48, No.7, pp.1140-1154, July 2018. DOI: 10.1109/TSMC.2016.2645660 [pdf][code]

[11] Shuai Di, Honggang Zhang, Chun-Guang Li, Xue Mei, Danil Prokhorov, and Haibing Ling, “Cross-domain Traffic Scene Understanding: A Dense Correspondence based Transfer Learning Approach”, IEEE Transactions on Intelligent Transportation System, Vol.19, No. 3, pp.745-757, March, 2018. DOI: 10.1109/TITS.2017.2702012 [pdf]

[10] Chun-Guang Li, Chong You, and René Vidal, “Structured Sparse Subspace Clustering: A Joint Affinity Learning and Subspace Clustering Framework”, IEEE Transactions on Image Processing, Vol. 26, No. 6, pp.2988-3001, June 2017. DOI:10.1109/TIP.2017.2691557 [pdf][code][notes]

[9] Xianbiao Qi, Guoying Zhao, Chun-Guang Li, Jun Guo, Matti Pietikainen, “HEp-2 Cell Classification via Combining Multi-resolution Co-occurrence Texture and Large Regional Shape Information”, IEEE Journal of Biomedical and Health Informatics (J-BHI), Vol.21, No.2, pp.429-440, 2017. DOI: 10.1109/JBHI.2015.2508938 [pdf ][code]

[8] Chun-Guang Li and Rene Vidal. “A Structured Sparse plus Structured Low-Rank Framework for Subspace Clustering and Completion”, IEEE Transactions on Signal Processing, Vol. 64, No. 24, pp.6557-6570, Dec. 15, 2016. [pdf][code][data][notes] DOI: 10.1109/TSP.2016.2613070

[7] Xianbiao Qi, Chun-Guang Li, Guoying Zhao, Xiaopeng Hong, Matti Pietikainen, “Dynamic texture and scene classification by transferring deep image features”, Neurocomputing, Vol.171, 2016, pp:1230-1241.[pdf]

[6] Xianbiao Qi, Rong Xiao, Chun-Guang Li, Yu Qiao, Jun Guo, and Xiaoou Tang, “Pairwise Rotation Invariant Co-occurrence Local Binary Pattern”, IEEE Transaction on Pattern Analysis and Machine Intelligence, Vol. 36, No. 11, Nov. 2014, pp.2199-2213. DOI: 10.1109/TPAMI.2014.2316826 [pdf][code]

[5] Chun-Guang Li, Zhouchen Lin, and Jun Guo, Bases Sorting: Generalizing the Concept of Frequency for Over-complete Dictionaries, Neurocomputing, Vol.115, Sept. 4, 2013, pp.192–200. [online][pdf][code][data]

[4] Chun-Guang Li, Jun Guo, and Bo Xiao, "Intrinsic Dimensionality Estimation within Neighborhood Convex Hull", International Journal of Pattern Recognition and Artificial Intelligence, Vol.23, No.1, Feb 2009, pp.31-44. [pdf]

[3] Bo Xiao, Qian-Fang Xu，Zhiqing Lin，Jun Guo and Chun-Guang Li, "Credible Association Rule and Its Mining Algorithm Based on Maximum Clique", Journal of Software, Vol.19，No.10，2008，pp.2597-2610.[In Chinese][pdf]

[2] Xiang-Fei Nie, Chun-Guang Li and Jun Guo, "Face recognition based on Gabor wavelet and locally linear embedding", Computer Engineering and Applications, Vol.43, No. 18, 2007, pp.62-64.[In Chinese]

[1] Xiang-Fei Nie, Chun-Guang Li and Jun Guo, "Face Detection Based on Empirical Mode Decomposition and Matching Pursuit", Computer Engineering, Vol.33, No.14, July, 2007, pp.30-33.[In Chinese]

Technical Reports:

-

PhD Dissertation (supervised by Prof. Jun Guo):

Chun-Guang Li, "Manifold Learning and its Applications in Pattern Recognition", Beijing University of Posts and Telecommunication, PhD Dissertation, Dec. 2007. (In Chinese) [pdf]