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Isaac Scientific Publishing
Frontiers in Signal Processing
Assoc. Prof. Yongsheng Dong,  Henan University of Science and Technology, China
Department of Computer Science,
College of Information Engineering,
Henan University of Science and Technology,
263, Kaiyuan Avenue, Luoyang 471023, China.
Research Interests
•Computer Vision
– Data modeling and representation
– Visual data analysis, recognition and retrieval
∗ Texture analysis and classification
∗ Image analysis and retrieval
• Machine Learning
– Matrix factorization and numerical optimization
– Statistical learning
– Dimensionality reduction and variable selection
Selected Publication List
•Xuelong Li, Quanmao Lu, Yongsheng Dong and Dacheng Tao, SCE: A manifold regularized set-covering method for data partitioning, submitted to IEEE Transactions on Neural Networks and Learning Systems.
•Xuelong Li, Kang Liu, and Yongsheng Dong, Superpixel-based foreground extraction with fast adaptive trimaps, submitted to Pattern Recognition.
•Quanmao Lu, Xuelong Li, Yongsheng Dong, and Dacheng Tao, Subspace clustering by capped l1 norm, CCPR 2016, accepted.
•Xuelong Li, Guosheng Cui, and Yongsheng Dong, Graph regularized nonnegative lowrank matrix factorization for image clustering, IEEE Transactions on Cybernetics, online, DOI:10.1109/TCYB.2016.2585355.
•Yongsheng Dong, Dacheng Tao, and Xuelong Li, Nonnegative multiresolution representation based texture image classification, ACM Transactions on Intelligent Systems and Technology, vol. 7, no. 1, p 4, 2015.
•Yongsheng Dong, Dacheng Tao, Xuelong Li, Jinwen Ma and Jiexin Pu, Texture classification and retrieval using shearlets and linear regression, IEEE Transactions on Cybernetics, vol. 45, no. 3, pp. 358-369, 2015.
•Xuelong Li, Jianhua Shi, Yongsheng Dong and Dacheng Tao, A survey on scene image classification, SCIENCE CHINA Information Sciences (in Chinese), vol. 7, no. 45, pp. 827-848, 2015.
• Jianhua Shi, Xuelong Li, and Yongsheng Dong, How to represent scenes for classification, in Proceedings of 2015 IEEE China Summit and International Conference on Signal and Information Processing (ChinaSIP 2015).
•Kang Liu, Xuelong Li, and Yongsheng Dong, Superpixel FATs for fast foreground extraction, in Proceedings of 2015 IEEE China Summit and International Conference on Signal and Information Processing (ChinaSIP 2015).
• Yongsheng Dong, Texture classification based on directional multiscale transform and statistical modeling (in Chinese), Sci Sin Math, vol.43, no. 11, pp.1059-1070, 2013.
•Yongsheng Dong and Jinwen Ma, Feature extraction through contourlet subband clustering for texture classification, Neurocomputing, vol.116, no. 9, pp. 157-164, 2013.
• Yongsheng Dong and Jinwen Ma, Bayesian texture classification based on contourlet transform and BYY harmony learning of Poisson mixtures, IEEE Transactions on Image Processing, vol 21, no. 3, pp 909-918, 2012.
• Yongsheng Dong and Jinwen Ma, Wavelet-based image texture classification using local energy histograms, IEEE Signal Processing Letters, vol. 18, no. 4, pp. 247-250, April 2011.
•Yongsheng Dong and Jinwen Ma, An efficient histogram-based texture classification method with weighted symmetrized Kullback-Leibler divergence, Notes in Computer Science, vol. 7368, pp. 46-55, 2012.
• Yongsheng Dong and Jinwen Ma, Statistical contourlet subband characterization for texture image retrieval, Lecture Notes in Artificial Intelligence, vol. 7390, pp. 500-507, 2012.
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