RAPS: Robust and efficient automatic construction of person-specific deformable models

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition

Volumn , Issue , 2014, Pages 1789-1796

  Sagonas, Christos ^a   Panagakis, Yannis ^a   Zafeiriou, Stefanos ^a   Pantic, Maja ^a,b  

^a IMPERIAL COLLEGE LONDON   (United Kingdom)

^b UNIVERSITY OF TWENTE   (Netherlands)

Author keywords

batch image alignment; deformable models; low rank matrix; person specific facial models

Indexed keywords

COMPUTER VISION; DEFORMATION; IMAGE RECONSTRUCTION;

AUTOMATIC CONSTRUCTION; COMPUTER VISION PROBLEMS; DEFORMABLE MODELS; FACIAL MODEL; IMAGE ALIGNMENT; LANDMARK LOCALIZATION; LOW-RANK MATRICES; STATE-OF-THE-ART METHODS;

LEARNING TO RANK;

EID: 84911438905     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2014.231     Document Type: Conference Paper

References (31)

1. B. Amberg, A. Blake, and T. Vetter. On compositional image alignment, with an application to active appearance models. In CVPR, pages 1714-1721, 2009.
2. A. Asthana, S. Zafeiriou, S. Cheng, and M. Pantic. Robust discriminative response map fitting with constrained local models. In CVPR, pages 3444-3451, 2013.
3. P. N. Belhumeur, D. W. Jacobs, D. J. Kriegman, and N. Kumar. Localizing parts of faces using a consensus of exemplars. In CVPR, pages 545-552, 2011.
4. D. P. Bertsekas. Constrained optimization and lagrange multiplier methods. Computer Science and Applied Mathematics, Boston: Academic Press, 1, 1982.
5. J.-F. Cai, E. J. Candès, and Z. Shen. A singular value thresholding algorithm for matrix completion. SIAM Journal on Optimization, 20(4):1956-1982, 2010.
6. E. J. Candès, X. Li, Y. Ma, and J. Wright. Robust principal component analysis? Journal of the ACM, 58(3):11, 2011.
7. X. Cao, Y. Wei, F. Wen, and J. Sun. Face alignment by explicit shape regression. In CVPR, pages 2887-2894, 2012.
8. X. Cheng, C. B. Fookes, S. Sridharan, J. Saragih, and S. Lucey. Deformable face ensemble alignment with robust grouped-l1 anchors. In FG, 2013.
9. X. Cheng, S. Sridharan, J. Saraghi, and S. Lucey. Anchored deformable face ensemble alignment. In ECCV, pages 133-142, 2012.
10. S. W. Chew, P. Lucey, S. Lucey, J. Saragih, J. F. Cohn, I. Matthews, and S. Sridharan. In the pursuit of effective affective computing: The relationship between features and registration. IEEE TSMCB, 42(4):1006-1016, 2012.
11. T. F. Cootes, G. J. Edwards, and C. J. Taylor. Active appearance models. IEEE TPAMI, 23(6):681-685, 2001.
12. T. F. Cootes, C. J. Taylor, D. H. Cooper, and J. Graham. Active shape models-their training and application. CVIU, 61(1):38-59, 1995.
13. D. Cristinacce and T. F. Cootes. Feature detection and tracking with constrained local models. In BMVC, volume 17, pages 929-938, 2006.
14. R. Gross, I. Matthews, J. Cohn, T. Kanade, and S. Baker. Multi-pie. IMAVIS, 28(5):807-813, 2010.
15. G. B. Huang, M. Ramesh, T. Berg, and E. Learned-Miller. Labeled faces in the wild: A database for studying face recognition in unconstrained environments. Technical Report 07-49, October 2007.
16. M. Kim, S. Kumar, V. Pavlovic, and H. Rowley. Face tracking and recognition with visual constraints in real-world videos. In CVPR, pages 1-8, 2008.
17. A. Levy and M. Lindenbaum. Sequential karhunen-loeve basis extraction and its application to images. In ICIP, volume 2, pages 456-460, 1998.
18. X. Liu. Discriminative face alignment. IEEE TPAMI, 31(11):1941-1954, 2009.
19. S. Lucey, S. Sridharan, R. Navarathna, and A. B. Ashraf. Fourier lucas-kanade algorithm. IEEE TPAMI, 35(6):1383-1396, 2013.
20. I. Matthews and S. Baker. Active appearance models revisited. IJCV, 60(2):135-164, 2004.
21. Y. Peng, A. Ganesh, J. Wright, W. Xu, and Y. Ma. Rasl: Robust alignment by sparse and low-rank decomposition for linearly correlated images. IEEE TPAMI, 34(11):2233-2246, 2012.
22. P. Phillips, P. Flynn, T. Scruggs, K. Bowyer, J. Chang, K. Hoffman, J. Marques, J. Min, and W. Worek. Overview of the face recognition grand challenge. In CVPR, volume 1, pages 947-954, 2005.
23. C. Sagonas, G. Tzimiropoulos, S. Zafeiriou, and M. Pantic. 300 faces in-the-wild challenge: The first facial landmark localization challenge. In ICCV-W, 2013.
24. C. Sagonas, G. Tzimiropoulos, S. Zafeiriou, and M. Pantic. A semi-automatic methodology for facial landmark annotation. In CVPR-W, pages 896-903, 2013.
25. J. M. Saragih, S. Lucey, and J. F. Cohn. Deformable model fitting by regularized landmark mean-shift. IJCV, 91(2):200-215, 2011.
26. J. Sung and D. Kim. Adaptive active appearance model with incremental learning. Pattern Recognition Letters, 30(4):359-367, 2009.
27. G. Tzimiropoulos, J. Alabort-i Medina, S. Zafeiriou, and M. Pantic. Generic active appearance models revisited. In ACCV, pages 650-663. 2012.
28. T. Weise, S. Bouaziz, H. Li, and M. Pauly. Realtime performance-based facial animation. ACM Trans. on Graphics, 30(4):77, 2011.
29. X. Xiong and F. De la Torre. Supervised descent method and its applications to face alignment. In CVPR, pages 532-539, 2013.
30. C. Zhao, W.-K. Cham, and X. Wang. Joint face alignment with a generic deformable face model. In CVPR, pages 561-568, 2011.
31. X. Zhu and D. Ramanan. Face detection, pose estimation, and landmark localization in the wild. In CVPR, pages 2879-2886, 2012.