Video-based face recognition via joint sparse representation

2013 10th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition, FG 2013

Volumn , Issue , 2013, Pages

  Chen, Yi Chen ^a   Patel, Vishal M ^a   Shekhar, Sumit ^a   Chellappa, Rama ^a   Phillips, P Jonathon ^b  

^a UNIVERSITY OF MARYLAND   (United States)

^b NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

FACIAL EXPRESSIONS; LINEAR COMBINATIONS; SPARSE REPRESENTATION; TRAINING DATA; VIDEO FRAME; VIDEO SEQUENCES; VIDEO TO VIDEOS; VIDEO-BASED FACE RECOGNITION;

VIDEO RECORDING;

FACE RECOGNITION;

EID: 84881482700     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/FG.2013.6553787     Document Type: Conference Paper

References (32)

1. W. Zhao, R. Chellappa, J. Phillips, and A. Rosenfeld, "Face recognition: A literature survey," ACM Computing Surveys, pp. 399-458, Dec. 2003.
2. A. J. O'Toole, P. J. Phillips, S. Weimer, D. A. Roark, J. Ayyad, R. Barwick, and J. Dunlop, "Recognizing people from dynamic and static faces and bodies: Dissecting identity with a fusion approach," Vision Research, vol. 51, no. 1, pp. 74-83, 2011.
3. A. Ross, K. Nandakumar, and A. K. Jain, Handbook of Multibiometrics. Springer, 2006.
4. M. Tistarelli, S. Z. Li, and R. Chellappa, Handbook of Remote Biometrics: For Surveillance and Security. Springer, 2009.
5. K.-C. Lee, J. Ho, M.-H. Yang, and D. Kriegman, "Visual tracking and recognition using probabilistic appearance manifolds," Computer Vision and Image Understanding, vol. 99, pp. 303-331, 2005.
6. O. Arandjelovic and R. Cipolla, "Face recognition from video using the generic shape-illumination manifold," European Conference on Computer Vision, vol. 3954, pp. 27-40, 2006.
7. G. Hager and P. Belhumeur, "Efficient region tracking with parametric models of geometry and illumination," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 20, no. 10, pp. 1025-1039, Oct. 1998.
8. A. Lanitis, C. Taylor, and T. Cootes, "Automatic interpretation and coding of face images using flexible models," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 19, no. 7, pp. 743-756, July 1997.
9. S. K. Zhou, R. Chellappa, and B. Moghaddam, "Visual tracking and recognition using appearance-adaptive models in particle filters," IEEE Transactions on Image Processing, vol. 13, no. 11, pp. 1491-1506, Nov. 2004.
10. M. La Cascia, S. Sclaroff, and V. Athitsos, "Fast, reliable head tracking under varying illumination: an approach based on registration of texture-mapped 3d models," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 22, no. 4, pp. 322-336, Apr. 2000.
11. G. Aggarwal, A. Veeraraghavan, and R. Chellappa, "3d facial pose tracking in uncalibrated videos," International Conference on Pattern Recognition and Machine Intelligence, 2005.
12. P. K. Turaga, A. Veeraraghavan, A. Srivastava, and R. Chellappa, "Statistical computations on grassmann and stiefel manifolds for image and video-based recognition," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 33, no. 11, pp. 2273-2286, Nov. 2011.
13. Y. Hu, A. S. Mian, and R. Owens, "Sparse approximated nearest points for image set classification," IEEE Conference on Computer Vision and Pattern Recognition, pp. 27-40, 2011.
14. Y.-C. Chen, V. M. Patel, P. J. Phillips, and R. Chellappa, "Dictionarybased face recognition from video," European Conference on Computer Vision, 2012.
15. J. Wright, A. Yang, A. Ganesh, S. Sastry, and Y. Ma, "Robust face recognition via sparse representation," Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol. 31, no. 2, pp. 210-227, Feb. 2009.
16. J. Pillai, V. Patel, R. Che llappa, and N. Ratha, "Secure and robust iris recognition using random projections and sparse representations," Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol. 33, no. 9, pp. 1877-1893, Sept. 2011.
17. V. M. Patel, T. Wu, S. Biswas, P. J. Philips, and R. Chellappa, "Dictionary-based face recognition under variable lighting and pose," IEEE Transactions on Information Forensics and Security, vol. 7, no. 3, pp. 954-965, June 2012.
18. M. Yuan and Y. Lin, "Model selection and estimation in regression with grouped variables," Journal of the Royal Statistical Society: Series B, vol. 68, pp. 49-67, Feb. 2006.
19. L. Meier, S. V. D. Geer, and P. Bhlmann, "The group lasso for logistic regression," Journal of the Royal Statistical Society: Series B, vol. 70, pp. 53-71, Feb. 2008.
20. N. Shroff, P. Turaga, and R. Chellappa, "Video precis: Highlighting diverse aspects of videos," IEEE Transactions on Multimedia, vol. 12, no. 8, pp. 853-868, Dec. 2010.
21. M. Aharon, M. Elad, and B. A., "K-svd: An algorithm for desigining overcomplete dictionaries for sparse representation," IEEE Transactions on Signal Processing, Nov. 2006.
22. J. Yang and Y. Zhang, "Alternating direction algorithms for l1 problems in compressive sensing," SIAM Journal on Scientific Computing, vol. 33, pp. 250-278, 2011.
23. M. Afonso, J. Bioucas-Dias, and M. Figueiredo, "An augmented lagrangian approach to the constrained optimization formulation of imaging inverse problems," IEEE Transactions on Image Processing, vol. 20, pp. 681-695, March 2011.
24. S. Shekhar, V. M. Patel, N. M. Nasrabadi, and R. Chellappa, "Joint sparsity-based robust multimodal biometrics recognition," European Conference on Computer Vision Workshop on Information Fusion in Computer Vision for Concept Recognition, 2012.
25. R. Chellappa, J. Ni, and V. M. Patel, "Remote identification of faces: problems, prospects, and progress," Pattern Recognition Letters, vol. 33, no. 15, pp. 1849-1859, Oct. 2012.
26. P. J. Phillips, P. J. Flynn, J. R. Beveridge, W. T. Scruggs, A. J. O'Toole, D. Bolme, K. W. Bowyer, B. A. Draper, G. H. Givens, Y. M. Lui, H. Sahibzada, J. A. Scallan III, and S. Weimer, "Overview of the multiple biometrics grand challenge," International Conference on Biometrics, 2009.
27. National Institute of Standards and Technology, "Multiple biomertic grand challenge (MBGC)."
28. P. K. Turaga, A. Veeraraghavan, and R. Chellappa, "Statistical analysis on stiefel and grassmann manifolds with applications in computer vision," IEEE Conference on Computer Vision and Pattern Recognition, pp. 1-8, 2008.
29. M. K. Kim, O. Arandjelovic, and R. Cipolla, "Discrimitive learning and recognition of image set classes using canonical correlations," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 29, no. 6, pp. 1005-1018, June 2007.
30. R. Wang, S. Shan, X. Chen, and W. Gao, "Manifold-manifold distance with application to face recognition based on image set," IEEE Conference on Computer Vision and Pattern Recognition, pp. 1-8, 2008.
31. R. Wang and X. Chen, "Manifold dsicriminant analysis," IEEE Conference on Computer Vision and Pattern Recognition, pp. 429-436, 2009.
32. H. Cevikalp and B. Triggs, "Face recognition based on image sets," IEEE Conference on Computer Vision and Pattern Recognition, pp. 2567-2573, 2010.