Unconstrained Face Alignment via Cascaded Compositional Learning

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

Volumn 2016-December, Issue , 2016, Pages 3409-3417

  Zhu, Shizhan ^a,b   Li, Cheng ^b   Loy, Chen Change ^a,c   Tang, Xiaoou ^a,c  

^a CHINESE UNIVERSITY OF HONG KONG   (Hong Kong)

^b SENSETIME RESEARCH   (China)

^c SHENZHEN INSTITUTES OF ADVANCED TECHNOLOGY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ESTIMATION;

DOMAIN EXCLUSION; FACE ALIGNMENT; LEARNING OBJECTIVES; MULTIPLE DOMAINS; SHAPE DEFORMATION; STATE OF THE ART; TREE SPLITTING; UNCONSTRAINED PROBLEMS;

COMPUTER VISION;

EID: 84986243881     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2016.371     Document Type: Conference Paper

References (45)

1. J. Alabort-i Medina and S. Zafeiriou. Unifying holistic and parts-based deformable model fitting. In CVPR, 2015.
2. P. N. Belhumeur, D.W. Jacobs, D. Kriegman, and N. Kumar. Localizing parts of faces using a consensus of exemplars. In CVPR, pages 545-552, 2011.
3. L. Breiman. Random forests. Machine learning, 45(1):5-32, 2001.
4. X. P. Burgos-Artizzu, P. Perona, and P. Dollár. Robust face landmark estimation under occlusion. In ICCV, pages 1513-1520, 2013.
5. X. Cao, Y. Wei, F. Wen, and J. Sun. Face alignment by explicit shape regression. IJCV, 107(2):177-190, 2014.
6. D. Chen, S. Ren, Y. Wei, X. Cao, and J. Sun. Joint cascade face detection and alignment. In ECCV, pages 109-122, 2014.
7. G. G. Chrysos, E. Antonakos, P. Snape, A. Asthana, and S. Zafeiriou. A comprehensive performance evaluation of deformable face tracking" in-the-wild". arXiv preprint arXiv:1603.06015, 2016.
8. T. F. Cootes, G. J. Edwards, and C. J. Taylor. Active appearance models. TPAMI, 23(6):681-685, 2001.
9. T. F. Cootes, M. C. Ionita, C. Lindner, and P. Sauer. Robust and accurate shape model fitting using random forest regression voting. In ECCV. 2012.
10. A. Datta, R. Feris, and D. Vaquero. Hierarchical ranking of facial attributes. In AFGR, pages 36-42. IEEE, 2011.
11. P. Dollár, P. Welinder, and P. Perona. Cascaded pose regression. In CVPR, pages 1078-1085, 2010.
12. J. Gall and V. Lempitsky. Class-specific hough forests for object detection. In CVPR, 2009.
13. N. Gourier, D. Hall, and J. L. Crowley. Estimating face orientation from robust detection of salient facial structures. In FG NetWorkshop on Visual Observation of Deictic Gestures, 2004.
14. R. Gross, I. Matthews, J. Cohn, T. Kanade, and S. Baker. Multi-pie. Image and Vision Computing, 2010.
15. K. Hara and R. Chellappa. Growing regression forests by classification: Applications to object pose estimation. In ECCV. 2014.
16. T. Hassner, S. Harel, E. Paz, and R. Enbar. Effective face frontalization in unconstrained images. In CVPR, 2015.
17. G.-S. Hsu, K.-H. Chang, and S.-C. Huang. Regressive tree structured model for facial landmark localization. In ICCV, 2015.
18. A. Jourabloo and X. Liu. Pose-invariant 3d face alignment. In ICCV, 2015.
19. V. Kazemi and S. Josephine. One millisecond face alignment with an ensemble of regression trees. In CVPR, 2014.
20. M. Köstinger, P. Wohlhart, P. M. Roth, and H. Bischof. Annotated facial landmarks in the wild: A large-scale, realworld database for facial landmark localization. In ICCVW, 2011.
21. H. Lai, S. Xiao, Z. Cui, Y. Pan, C. Xu, and S. Yan. Deep cascaded regression for face alignment. arXiv preprint arXiv:1510.09083, 2015.
22. D. Lee, H. Park, and C. D. Yoo. Face alignment using cascade Gaussian process regression trees. In CVPR, 2015.
23. D. Lee, M.-H. Yang, and S. Oh. Fast and accurate head pose estimation via random projection forests. In ICCV, 2015.
24. D. Miller, I. Kemelmacher-Shlizerman, and S. M. Seitz. Megaface: A million faces for recognition at scale. arXiv preprint arXiv:1505.02108, 2015.
25. X. Peng, S. Zhang, Y. Yu, and D. N. Metaxas. Piefa: Personalized incremental and ensemble face alignment. In ICCV, 2015.
26. P. J. Phillips, H. Moon, S. Rizvi, P. J. Rauss, et al. The feret evaluation methodology for face-recognition algorithms. TPAMI, 2000.
27. S. Ren, X. Cao, Y. Wei, and J. Sun. Face alignment at 3000 fps via regressing local binary features. In CVPR, 2014.
28. C. Sagonas, G. Tzimiropoulos, S. Zafeiriou, and M. Pantic. 300 faces in-the-wild challenge: The first facial landmark localization challenge. In Proceedings of the IEEE International Conference on Computer Vision Workshops, pages 397-403, 2013.
29. J. Shen, S. Zafeiriou, G. G. Chrysos, J. Kossaifi, G. Tzimiropoulos, and M. Pantic. The first facial landmark tracking in-the-wild challenge: Benchmark and results. In Proceedings of the IEEE International Conference on Computer Vision Workshops, pages 50-58, 2015.
30. X. Shen, Z. Lin, J. Brandt, and Y.Wu. Detecting and aligning faces by image retrieval. In CVPR, 2013.
31. Y. Sun, X. Wang, and X. Tang. Deep convolutional network cascade for facial point detection. In CVPR, pages 3476-3483, 2013.
32. S. Tulyakov and N. Sebe. Regressing a 3d face shape from a single image. In ICCV, 2015.
33. G. Tzimiropoulos. Project-out cascaded regression with an application to face alignment. In CVPR, 2015.
34. Y. Wu and Q. Ji. Robust facial landmark detection under significant head poses and occlusion. In ICCV, 2015.
35. S. Xiao, S. Yan, and A. Kassim. Facial landmark detection via progressive initialization. In Proceedings of the IEEE International Conference on Computer Vision Workshops, pages 33-40, 2015.
36. X. Xiong and F. De la Torre. Supervised descent method and its applications to face alignment. In CVPR, pages 532-539, 2013.
37. X. Xiong and F. De la Torre. Global supervised descent method. In CVPR, 2015.
38. H. Yang, W. Mou, Y. Zhang, I. Patras, H. Gunes, and P. Robinson. Face alignment assisted by head pose estimation. In BMVC, 2015.
39. H. Yang and I. Patras. Sieving regression forest votes for facial feature detection in the wild. In ICCV, 2013.
40. X. Yu, J. Huang, S. Zhang,W. Yan, and D. N. Metaxas. Posefree facial landmark fitting via optimized part mixtures and cascaded deformable shape model. In ICCV, 2013.
41. X. Yu, Z. Lin, J. Brandt, and D. N. Metaxas. Consensus of regression for occlusion-robust facial feature localization. In ECCV. 2014.
42. Z. Zhang, P. Luo, C. C. Loy, and X. Tang. Facial landmark detection by deep multi-task learning. In Computer Vision-ECCV 2014, pages 94-108. Springer, 2014.
43. X. Zhao, T.-K. Kim, and W. Luo. Unified face analysis by iterative multi-output random forests. In CVPR, pages 1765-1772, 2014.
44. S. Zhu, C. Li, C. C. Loy, and X. Tang. Face alignment by coarse-to-fine shape searching. In CVPR, 2015.
45. X. Zhu and D. Ramanan. Face detection, pose estimation, and landmark localization in the wild. In CVPR, pages 2879-2886, 2012.