An algorithm of face alignment and recognition by sparse and low rank decomposition

International Conference on Signal Processing Proceedings, ICSP

Volumn 2015-January, Issue October, 2014, Pages 1036-1040

  Guo, Xinhai ^a   Zhao, Ruizhen ^a   An, Gaoyun ^a   Cen, Yigang ^a   Wang, Hengyou ^a  

^a BEIJING JIAOTONG UNIVERSITY   (China)

Author keywords

Face alignment; Face recognition; Low rank decomposition; Sparse representation classification

Indexed keywords

ALGORITHMS; LINEAR TRANSFORMATIONS; OPTIMIZATION; SIGNAL PROCESSING; X-Y MODEL;

FACE ALIGNMENT; FACE RECOGNITION ALGORITHMS; LOW-RANK DECOMPOSITION; LOW-RANK MATRICES; OPTIMIZATION MODELING; SPARSE AND LOW RANKS; SPARSE REPRESENTATION; TRANSFORMATION MATRICES;

FACE RECOGNITION;

EID: 84988254408     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICOSP.2014.7015162     Document Type: Conference Paper

References (11)

1. Wright J, Yang A Y, Ma Y et ai, "Robust face recognition via sparse representation. " IEEE Transactions on Pattern analysis and machine intelligence, vol. 31, no.2, pp. 210-227,Feb. 2009.
2. Yang M, Zhang L, Yang J et ai, "Robust sparse coding for face recognition. " IEEE Conf. On CVPR, pp. 625-632, Jun. 2011.
3. Yuan X and Yan. S, "Visual classification with multitask joint sparse representation. " IEEE Conf. On CVPR, pp.-3500, Jun. 20lO.
4. Candes E, Li X, Ma Y et al. "Robust principal component analysis?" Journal of the ACM, vol. 58, no. 11, May. 2011.
5. Peng Y G et al. "From compressed sensing to low rank matrix recovery: theory and applications. " Acta automatic sinica, vol. 39, no. 12, pp. 981-994, 2013.
6. Chen Chih-fan, Wei Chia-po. "Low-rank matrix recovery with structural incoherence for robust face recognition. " IEEE Conf. On CVPR, pp. 2618-2625, Jun. 2012.
7. Peng Y G, Ganesh A, Wright J, Xu W, et al. RASL: "Robust alignment by sparse and low-rank decomposition for linearly correlated images. " IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 11, pp. 2233-2246, Nov. 2012.
8. Cai J F, Candes E, Shen Z W. "A singular value thresholding algorithm for matrix completion. " SIAM Journal on Optimization, vol. 20, no. 4, pp. 1956-1982, 20lO.
9. Beck A, Teboulle M. "A fast iterative shrinkagethresholding algorithm for linear inverse problems. " SIAM Journal on Imaging Sciences, vol. 2, no. 1, pp. 183-202, 2009.
10. Lin Z C, Ganesh A, Wright J et al. "Fast convex optimization algorithms for exact recovery of a corrupted low-rank matrix[R]. " Technical Report UILU-ENG-09-2214, UIVC, 2009.
11. Lin Z C, Chen M, and Ma Y. "The augmented lagrange multiplier method for exact recovery of corrupted low-rank matrices. " Technical Report.