A novel sparse representation based framework for face image super-resolution

Neurocomputing

Volumn 134, Issue , 2014, Pages 92-99

  Gao, Guangwei ^a   Yang, Jian ^a  

^a NANJING UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

Face image; Face recognition; MAP; Sparse representation; Super resolution

Indexed keywords

FACE RECOGNITION; MAPS;

COMPETITIVE PERFORMANCE; FACE IMAGES; INITIAL ESTIMATION; MAPPING FUNCTIONS; MAXIMUM A POSTERIORI; SPARSE REPRESENTATION; STATE-OF-THE-ART METHODS; SUPER RESOLUTION;

OPTICAL RESOLVING POWER;

ALGORITHM; ARTICLE; CALCULATION; FACE; FACIAL EXPRESSION; GEOMETRY; HUMAN; IMAGE ANALYSIS; IMAGE QUALITY; IMAGING; MATHEMATICAL ANALYSIS; MATHEMATICAL MODEL; PRIORITY JOURNAL; SIMULATION; SPARSE REPRESENTATION;

EID: 84896542069     PISSN: 09252312     EISSN: 18728286     Source Type: Journal    
DOI: 10.1016/j.neucom.2012.12.059     Document Type: Article

References (27)

1. Jain A.K., Duin R.P.W., Mao J. Statistical pattern recognition: a review. IEEE Transactions on Pattern Analysis and Machine Intelligence 2000, 22(1):4-37.
2. Belhumeur P., Hepanha J., Kriegman D. Eigenfaces vs. Fisherfaces: recognition using class specific linear projection. IEEE Transactions on Pattern Analysis and Machine Intelligence 1997, 17(7):711-720.
3. Xu D., Yan S., Tao D., Lin S., Zhang H. Marginal Fisher analysis and its variants for human gait recognition and content-based image retrieval. IEEE Transactions on Image Processing 2007, 16(11):2811-2821.
4. Li H., Jiang T., Zhang K. Efficient and robust feature extraction by maximum margin criterion. IEEE Transactions on Neural Networks 2006, 17(1):157-165.
5. Yang J., Zhang D., Frangi A.F., Yang J.Y. Two-dismensional PCA: a new approach to appearance-based face representation and recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence 2004, 26(1):131-137.
6. X. He, P. Niyogi, Locality preserving projections, in: Proceedings of Conference on Advances in Neural Information Processing Systems (NIPS), 2003.
7. Qiao L.S., Chen S.C., Tan X.Y. Sparsity preserving projections with applications to face recognition. Pattern Recognition 2010, 43(1):331-341.
8. Zhang D., Zhou Z.H. (2D)2PCA: 2-directional 2-dimensional PCA for efficient face representation and recognition. Neurocomputing 2005, 69:224-231.
9. Chen S., Zhao H., Kong M., Luo B. 2D-LPP: a two-dimensional extension of locality preserving projects. Neurocomputing 2007, 70:912-921.
10. Zhifei Wang, Zhenjiang Miao, Feature-based super-resolution for face recognition, in: Proceedings of IEEE International Conference on Multimedia and Expo, 2008.
11. Gunturk B.K., Batur A.U., Altunbasak Y., Hayes M.H., Mersereau R.M. Eigenface-domain super-resolution for face recognition. IEEE Transactions on Image Processing 2003, 12(5):597-606.
12. S. Baker, T. Kanade, Hallucinating faces, in: Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition, 2000.
13. Hou H.S., Andrews H.C. Cubic spline for image interpolation and digital filtering. IEEE Transactions on Signal Processing 1978, 26:508-517.
14. S. Dai, M. Han,W. Xu, Y.Wu, Y. Gong, Soft edge smoothness prior for alpha channel super resolution, in: Proceedings of IEEE Conference on Computer Vision and Pattern Classification (CVPR), 2007, pp. 1-8.
15. J. Sun, Z. Xu, H. Shum, Image super-resolution using gradient profile prior, in: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2008, pp. 1-8.
16. Irani M., Peleg S. Improving resolution by image registration. CVGIP: Graphical Models and Image Processing May 1991, 53:231-239.
17. Weisheng Dong, Lei Zhang, Guangming Shi, Xiaolin Wu, Nonlocal back-projection for adaptive image enlargement, in: Proceedings of the 16th International Conference on Image Processing, 2009.
18. Wang Xiaogang, Tang Xiaoou Hallucinating face by eigentrasformance. IEEE Transactions on Systems, Man, and Cybernetics, Part C Applications and Reviews 2005, 35(3):425-434. (August).
19. Jain A.K., Duin R.P.W., Mao J. Statistical Pattern Recognition: A Review. IEEE Transactions on Pattern Analysis and Machine Intelligence 2000, 22(1):4-37. (January).
20. Ma X., Zhang J., Qi C. Hallucinating face by position-patch. Pattern Recognition 2010, 43:2224-2236.
21. Wright J., Yang A., Ganesh A., Sastry S., Ma Y. Robust face recognition via sparse representation. IEEE Transactions on Pattern Analysis and Machine Intelligence 2009, 31(2):210-227.
22. Yang Jianchao, Wright J, Huang T.S, Ma Yi Image super-resolution via sparse representation. IEEE Transaction on Image Processing 2010, 19(11):2861-2873.
23. Jung C., Jiao L., Liu B., Gong M. Position-patch based face hallucination using convex optimization. IEEE Siginal Processing Letters 2011, 18(6):367-370.
24. Phillips P.J., Moon H., Rizvi S.A., Rauss P.J. The FERET evaluation methodology for face-recognition algorithms. IEEE Transactions on Pattern Analysis and Machine Intelligence 2000, 22(10):1090-1104.
25. P.J. Phillips, The FACIAL RECOGNITION Technology (FERET) Database. http://www.itl.nist.gov/iad/humanid/feret.
26. Wang Z., Bovik A.C. Mean squared error: love it or leave it? A new look at signal fidelity measures. IEEE Signal Processing Magazine 2009, 26(1):98-117.
27. Zhang Lin, Zhang Lei, Mou Xuanqin, Zhang David FSIM: a feature similarity index for image quality assessment. IEEE Transactions on Image Processing 2011, 20(8):2378-2386.