Face alignment using cascade Gaussian process regression trees

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

Volumn 07-12-June-2015, Issue , 2015, Pages 4204-4212

  Lee, Donghoon ^a   Park, Hyunsin ^a   Yoo, Chang D ^a  

^a Korea Advanced Institute of Science and Technology (KAIST)   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

ALIGNMENT; COMPUTER VISION; FORESTRY; GAUSSIAN NOISE (ELECTRONIC); PATTERN RECOGNITION; REGRESSION ANALYSIS;

FILTER RESPONSE; GAUSSIAN PROCESS REGRESSION; GAUSSIAN PROCESSES; GEOMETRIC VARIANCE; NUMBER OF TREES; PREDICTION TIME; REGRESSION TREES; STATE-OF-THE-ART PERFORMANCE;

GAUSSIAN DISTRIBUTION;

EID: 84959217772     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2015.7299048     Document Type: Conference Paper

References (23)

1. A. Alahi, R. Ortiz, and P. Vandergheynst. Freak: Fast retina keypoint. In 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pages 510-517. IEEE, 2012
2. P. N. Belhumeur, D. W. Jacobs, D. Kriegman, and N. Kumar. Localizing parts of faces using a consensus of exemplars. In 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pages 545-552. IEEE, 2011
3. V. Blanz and T. Vetter. Face recognition based on fitting a 3d morphable model. IEEE Transactions on Pattern Analysis and Machine Intelligence, 25(9):1063-1074, 2003
4. X. P. Burgos-Artizzu, P. Perona, and P. Dollár. Robust face landmark estimation under occlusion. In International Conference on Computer Vision (ICCV), pages 1513-1520. IEEE, 2013
5. X. Cao, Y. Wei, F. Wen, and J. Sun. Face alignment by explicit shape regression. International Journal of Computer Vision, 107(2):177-190, 2014
6. T. Chen and J. Ren. Bagging for Gaussian process regression. Neurocomputing, 72(7):1605-1610, 2009
7. S. W. Chew, S. Lucey, P. Lucey, S. Sridharan, and J. F. Conn. Improved facial expression recognition via uni-hyperplane classification. In 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pages 2554-2561. IEEE, 2012
8. A. Davies and Z. Ghahramani. The random forest kernel and other kernels for big data from random partitions. arXiv preprint arXiv:1402. 4293, 2014
9. P. Dollár, P. Welinder, and P. Perona. Cascaded pose regression. In 2010 IEEE Conference on Computer Vision and Pat-tern Recognition (CVPR), pages 1078-1085. IEEE, 2010
10. J. H. Friedman. Greedy function approximation: a gradient boosting machine. Annals of Statistics, pages 1189-1232, 2001
11. X. Geng, C. Yin, and Z.-H. Zhou. Facial age estimation by learning from label distributions. IEEE Transactions on Pat-tern Analysis and Machine Intelligence, 35(10):2401-2412, 2013
12. A. E. Hoerl and R. W. Kennard. Ridge regression: Biased estimation for nonorthogonal problems. Technometrics, 12(1):55-67, 1970
13. V. Kazemi and J. Sullivan. One millisecond face alignment with an ensemble of regression trees. In 2014 IEEE Confer-ence on Computer Vision and Pattern Recognition (CVPR), pages 1867-1874. IEEE, 2014
14. V. Le, J. Brandt, Z. Lin, L. Bourdev, and T. S. Huang. Interactive facial feature localization. In European Conference on Computer Vision (ECCV), pages 679-692. Springer, 2012
15. K. Messer, J. Matas, J. Kittler, J. Luettin, and G. Maitre. Xm2vtsdb: The extended m2vts database. In Second In-ternational Conference on Audio and Video-based Biomet-ric Person Authentication (AVBPA), volume 964, pages 965-966. Citeseer, 1999
16. C. E. Rasmussen. Gaussian processes for machine learning. MIT Press, 2006
17. S. Ren, X. Cao, Y. Wei, and J. Sun. Face alignment at 3000 fps via regressing local binary features. In 2014 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pages 1685-1692. IEEE, 2014
18. C. Sagonas, G. Tzimiropoulos, S. Zafeiriou, and M. Pantic. 300 faces in-the-wild challenge: The first facial landmark localization challenge. In 2013 IEEE International Conference on Computer Vision Workshops (ICCVW), pages 397-403. IEEE, 2013
19. P. Viola and M. J. Jones. Robust real-time face detection. International Journal of Computer Vision, 57(2):137-154, 2004
20. X. Xiong and F. De la Torre. Supervised descent method and its applications to face alignment. In 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pages 532-539. IEEE, 2013
21. Q. Yin, X. Tang, and J. Sun. An associate-predict model for face recognition. In 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pages 497-504. IEEE, 2011
22. Q. Zhang, Z. Liu, G. Quo, D. Terzopoulos, and H. Y. Shum. Geometry-driven photorealistic facial expression synthesis. IEEE Transactions on Visualization and Computer Graphics, 12(1):48-60, 2006
23. X. Zhu and D. Ramanan. Face detection, pose estimation, and landmark localization in the wild. In 2012 IEEE Confer-ence on Computer Vision and Pattern Recognition (CVPR), pages 2879-2886. IEEE, 2012.