Eduation WorkExp Research Publication AcademicServ ProjectCode SmartLV Students
09/2005~07/2006 B.Sc School of Automation, Northwestern Polytechnic University, Xi'an, China
09/2002~07/2005 Honors College, Northwestern Polytechnic University, Xi'an, China
05/2014~2016 Associate Professor College of Computer Science & Software Engeering, Shenzhen University, Shenzhen, China
09/2012~10/2012 Research Associate Dept. Computing, The Hong Kong Polytechnic University, Hong Kong, China
Publications (All publications)
M. Yang, X. Wang, W. Liu, L. Shen, "Joint regularized nearest points for image set based face recognition", Image and Vision Computing, in Press
M. Yang, H. Chang, W. Luo, J. Yang, "Fisher discrimination dictionary pair learning for image classification", Neurocomputing, in Press
M. Yang, H. Chang, W. Luo, "Discriminative analysis-synthesis dictionary learning for image classification", Neurocomputing, in Press
X. Wang, M. Yang*, L. Shen, "Structured regularized robust coding for face recognition", Neurocomputing, vol. 216, pp. 18-27, 2016. (*Corresponding author)
M. Yang, P. Zhu, F. Liu, L. Shen, "Joint representation and pattern learning for robust face recognition", Neurocomputing, vol. 168, pp. 70-80, 2015.
M. Yang, Z.Z. Feng, Simon C.K. Shiu, and L. Zhang, "Fast and Robust Face Recognition via Coding Residual Map Learning based Adaptive Masking," Pattern Recognition, vol. 47, no. 2, pp. 535-543, 2014.
M. Yang, L. Zhang, X.C. Feng, and D. Zhang, ¡°Sparse representation based Fisher discrimination dictionary learning for image classification¡±, International Journal of Computer Vision (IJCV), V.109, no. 3, pp. 209-232.
M. Yang, L. Zhang, Simon C.K. Shiu, and D. Zhang, "Robust Kernel Representation with Statistical Local Features for Face Recognition," IEEE Trans. Neural Networks and Learning System, vol. 24, no. 6, pp. 900-912, 2013.
M. Yang, L. Zhang, Simon C.K. Shiu, and D. Zhang, "Gabor Feature based Robust Representation and Classification for Face Recognition with Gabor Occlusion Dictionary," Pattern Recognition, vol. 46, no. 7, pp. 1865-1878, 2013.
Z.Z. Feng*, M. Yang*, L. Zhang, Y. Liu, and D. Zhang, "Joint Discriminative Dimensionality Reduction and Dictionary Learning for Face Recognition," Pattern Recognition, vol. 46, no. 8, pp. 2134-2143, 2013.(*both are first authors)
M. Yang, L. Zhang, Simon C.K. Shiu, and D. Zhang, "Monogenic Binary Coding: An Efficient Local Feature Extraction Approach to Face Recognition," IEEE Trans. Information Forensics and Security, vol. 7, no. 6, pp. 1738-1751, 2012.
M. Yang, L. Chen, Discriminative semi-supervised dictionary learning with entropy regularization for pattern classification, to appear in AAAI 2017.
W. Liu, Y. Wen, Z. Yu, and M. Yang*, Large-margin softmax Loss for convolutional neural networks, n Proc. ICML 2016. (Corresponding author)
M.Yang, W. Liu, W. Luo, and L. Shen, "Analysis-Synthesis Dictionary Learning for Universality-Particularity Representation based Classification," in Proc. AAAI 2016.
W. Liu, Z. Yu, M. Yang*, L. Lu, and Y. Zou, "Joint kernel dictionary and classifier learning for sparse coding via locality preserving K-SVD", in Proc. ICME, oral, 2015(Corresponding author)
M. Yang, D.X. Dai, L.L. Shen, and L. Van Gool, ¡°Latent dictionary learning for sparse representation based classification,¡± in Proc. 27th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014.
M. Yang, L. Van Gool, and L. Zhang, "Sparse Variation Dictionary Learning for Face Recognition with A Single Training Sample Per Person" in Proc. 14th IEEE International Conf. Computer Vision (ICCV), 2013.
M. Yang, L. Zhang, and X. C. Feng,"Fisher Discrimination Dictionary Learning for Sparse Representation," in Proc. 13th IEEE International Conference on Computer Vision (ICCV), pp. 543−550, Barcelona, Spain, 2011.
M. Yang, L. Zhang, J. Yang, and D. Zhang, "Robust sparse coding for face recognition," in Proc. 24th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 625−632, Colorado Springs, CO, 2011.
L. Zhang, M. Yang, and X. C. Feng, "Sparse Representation or collaborative Representation: Which Helps Face Recognition?" in Proc. 13th IEEE International Conference on Computer Vision (ICCV), pp. 471−478, Barcelona, Spain, 2011.
M. Yang and L. Zhang, "Gabor feature based sparse representation for face recognition with gabor occlusion dictionary," in Proc. 11th European Conference on Computer Vision (ECCV), pp. 448−461 (Part VI), Heraklion, Crete, Greece, 2010.
IEEE Student Member (2010-2012)
IEEE Member (2013-present)
AAAI Member (2016-present)
IEEE Trans. PAMI, TNNLS, TIP, TIFS, etc.
Pattern Recognition, Computer Vision and Image Understanding, NeuroComputing, etc.
IEEE CVPR 2014, 2015
IEEE ICCV 2013, 2015,
AAAI 2016, 2017,
Joint dictionary and structure learning: Latent Dictionary Learning @ CVPR 2014
Joint dictionary and classifier learning; Joint kernel dictionary and classifier learning @ ICME 2015
Image Local Feature
Smart LV Lab
Smart LV Lab was founded September 2014 by me.
M.sc Candidate£º Lin Chen, 2015.09~2018.06
Wei Wen, 2016.09~2019.06
Hui Li, 2016.09~2019.06
Research Asisitant£º Xing Wang, Master of NUAA
updated on 2016/11/20 @copyright Meng Yang