Large-Pose Face Alignment via CNN-Based Dense 3D Model Fitting

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

Volumn 2016-December, Issue , 2016, Pages 4188-4196

  Jourabloo, Amin ^a   Liu, Xiaoming ^a  

^a Michigan State University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALIGNMENT; COMPUTER VISION; PATTERN RECOGNITION; PROBLEM SOLVING;

3D FACE RECONSTRUCTION; 3D MODEL FITTINGS; CAMERA PROJECTION; FACE ALIGNMENT; FITTING PROBLEMS; HIGHLY ACCURATE; POSE INVARIANT; STATE OF THE ART;

FACE RECOGNITION;

EID: 84986301929     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2016.454     Document Type: Conference Paper

References (38)

1. X. P. Burgos-Artizzu, P. Perona, and P. Dollár. Robust face landmark estimation under occlusion. In ICCV, 2013.
2. C. Cao, Q. Hou, and K. Zhou. Displaced dynamic expression regression for real-time facial tracking and animation. ACM Transactions on Graphics (TOG), 33(4):43, 2014.
3. C. Cao, Y. Weng, S. Zhou, Y. Tong, and K. Zhou. Facewarehouse: A 3D facial expression database for visual computing. IEEE Trans. Vis. Comput. Graphics, 20(3):413-425, 2014.
4. X. Cao, Y. Wei, F. Wen, and J. Sun. Face alignment by explicit shape regression. Int. J. Comput. Vision, 107(2):177-190, 2014.
5. T. Cootes, C. Taylor, and A. Lanitis. Active shape models: Evaluation of a multi-resolution method for improving image search. In BMVC, volume 1, pages 327-336, 1994.
6. X. Glorot, A. Bordes, and Y. Bengio. Deep sparse rectifier neural networks. In Proc. Artificial Intelligence and Statistics (AISTATS), pages 315-323, 2011.
7. G.-S. Hsu, K.-H. Chang, and S.-C. Huang. Regressive tree structured model for facial landmark localization. In ICCV, pages 3855-3861, 2015.
8. L. A. Jeni, J. F. Cohn, and T. Kanade. Dense 3D face alignment from 2d videos in real-time. In FG, 2015.
9. A. Jourabloo and X. Liu. Pose-invariant 3D face alignment. In ICCV, 2015.
10. A. Jourabloo, X. Yin, and X. Liu. Attribute preserved face de-identification. In ICB, 2015.
11. 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, pages 2144-2151, 2011.
12. H. Li, Z. Lin, X. Shen, J. Brandt, and G. Hua. A convolutional neural network cascade for face detection. In CVPR, pages 5325-5334, 2015.
13. X. Liu. Discriminative face alignment. IEEE Trans. Pattern Anal. Mach. Intell., 31(11):1941-1954, 2009.
14. X. Liu. Video-based face model fitting using adaptive active appearance model. J. Image Vision Computing, 28(7):1162-1172, 2010.
15. I. Matthews and S. Baker. Active appearance models revisited. Int. J. Comput. Vision, 60(2):135-164, 2004.
16. P. Paysan, R. Knothe, B. Amberg, S. Romdhani, and T. Vetter. A 3D face model for pose and illumination invariant face recognition. In AVSS, pages 296-301, 2009.
17. T. Pfister, K. Simonyan, J. Charles, and A. Zisserman. Deep convolutional neural networks for efficient pose estimation in gesture videos. In ACCV, pages 538-552, 2015.
18. P. J. Phillips, H. Moon, S. Rizvi, P. J. Rauss, et al. The feret evaluation methodology for face-recognition algorithms. IEEE Trans. Pattern Anal. Mach. Intell., 22(10):1090-1104, 2000.
19. C. Qu, E. Monari, T. Schuchert, and J. Beyerer. Adaptive contour fitting for pose-invariant 3D face shape reconstruction. In BMVC, 2015.
20. J. Roth, Y. Tong, and X. Liu. Unconstrained 3D face reconstruction. In CVPR, 2015.
21. J. Roth, Y. Tong, and X. Liu. Adaptive 3D face reconstruction from unconstrained photo collections. In CVPR, 2016.
22. J. M. Saragih, S. Lucey, and J. Cohn. Face alignment through subspace constrained mean-shifts. In ICCV, 2009.
23. S. Shan, Y. Chang, W. Gao, B. Cao, and P. Yang. Curse of mis-alignment in face recognition: problem and a novel misalignment learning solution. In FG, pages 314-320, 2004.
24. Y. Sun, X. Wang, and X. Tang. Deep convolutional network cascade for facial point detection. In CVPR, pages 3476-3483, 2013.
25. S. Tulyakov and N. Sebe. Regressing a 3D face shape from a single image. In ICCV, 2015.
26. G. Tzimiropoulos. Project-out cascaded regression with an application to face alignment. In CVPR, pages 3659-3667, 2015.
27. M. Valstar, B. Martinez, X. Binefa, and M. Pantic. Facial point detection using boosted regression and graph models. In CVPR, pages 2729-2736, 2010.
28. A. Wagner, J. Wright, A. Ganesh, Z. Zhou, H. Mobahi, and Y. Ma. Toward a practical face recognition system: Robust alignment and illumination by sparse representation. IEEE Trans. Pattern Anal. Mach. Intell., 34(2):372-386, 2012.
29. N. Wang, X. Gao, D. Tao, and X. Li. Facial feature point detection: A comprehensive survey. arXiv preprint arXiv:1410.1037, 2014.
30. Y. Wu and Q. Ji. Robust facial landmark detection under significant head poses and occlusion. In ICCV, 2015.
31. 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, pages 1944-1951, 2013.
32. J. Zhang, S. Shan, M. Kan, and X. Chen. Coarse-to-fine autoencoder networks (CFAN) for real-time face alignment. In ECCV, pages 1-16. 2014.
33. J. Zhang, S. K. Zhou, D. Comaniciu, and L. McMillan. Conditional density learning via regression with application to deformable shape segmentation. In CVPR, pages 1-8, 2008.
34. Z. Zhang, P. Luo, C. C. Loy, and X. Tang. Facial landmark detection by deep multi-task learning. In ECCV, pages 94-108. 2014.
35. E. Zhou, H. Fan, Z. Cao, Y. Jiang, and Q. Yin. Extensive facial landmark localization with coarse-to-fine convolutional network cascade. In ICCVW, pages 386-391, 2013.
36. X. Zhu, Z. Lei, J. Yan, D. Yi, and S. Z. Li. High-fidelity pose and expression normalization for face recognition in the wild. In CVPR, pages 787-796, 2015.
37. X. Zhu and D. Ramanan. Face detection, pose estimation, and landmark localization in the wild. In CVPR, pages 2879-2886, 2012.
38. X. Zhu, J. Yan, D. Yi, Z. Lei, and S. Z. Li. Discriminative 3D morphable model fitting. In FG, pages 1-8, 2015