Statistical 3D face shape estimation from occluding contours

Computer Vision and Image Understanding

Volumn 142, Issue , 2016, Pages 111-124

  Sánchez Escobedo, Dalila ^a   Castelán, Mario ^a   Smith, William A P ^b  

^a Parque Industrial Saltillo Ramos Arizpe   (Mexico)

^b UNIVERSITY OF YORK   (United Kingdom)

Author keywords

3D shape recovery; Linear regression; Statistical face models

Indexed keywords

LEAST SQUARES APPROXIMATIONS; LINEAR REGRESSION; PIXELS; SHAPE OPTIMIZATION;

3DSHAPE RECOVERY; FACE MODELS; HIGHLY-CORRELATED; PARTIAL LEAST SQUARE (PLS); PIXEL PROJECTIONS; QUANTITATIVE EXPERIMENTS; REGRESSION MATRICES; STATE OF THE ART;

REGRESSION ANALYSIS;

EID: 84946834991     PISSN: 10773142     EISSN: 1090235X     Source Type: Journal    
DOI: 10.1016/j.cviu.2015.08.012     Document Type: Article

References (48)

1. D. Scharstein, and R. Szeliski A taxonomy and evaluation of dense two-frame stereo correspondence algorithms Int. J. Comput. Vis. 2002
2. R.J. Woodham Photometric stereo: a reflectance map technique for determining surface orientation from image intensity 1979 Int. Soc. Opt. Photon.
3. J.J. Atick, P.A. Griffin, and A.N. Redlich Statistical approach to shape from shading: reconstruction of three-dimensional face surfaces from single two-dimensional images Neural Comput. 1996
4. V. Blanz, T. Vetter A morphable model for the synthesis of 3D faces Proceedings of the 26th annual conference on Computer graphics and interactive techniques 1999 ACM Press/Addison-Wesley Publishing Co 187 194
5. D. Sánchez-Escobedo, M. Castelán Face synthesis from a frontal pose image using partial least squares and b-splines Proceedings of the 19th IEEE International Conference on Image Processing (ICIP) 2012 IEEE
6. D. Sánchez-Escobedo, and M. Castelán 3d face shape prediction from a frontal image using cylindrical coordinates and partial least squares Pattern Recognit. Lett. 2013
7. M. Castelán, G.A. Puerto-Souza, J. Van Horebeek Using subspace multiple linear regression for 3D face shape prediction from a single image Advances in Visual Computing 2009 Springer Berlin Heidelberg 662 673
8. J.P. Mena-Chalco, L. Velho, R.M.C. Junior 3D human face reconstruction using principal components spaces Proceedings of WTD SIBGRAPI Conference on Graphics, Patterns and Images 2011 1 6
9. Y. Ming, Q. Ruan, X. Li 3D face reconstruction using a single 2D face image Proceedings of the International Conference on Educational and Information Technology (ICEIT) 3 2010 IEEE
10. M. Castelan, W.A. Smith, and E.R. Hancock A coupled statistical model for face shape recovery from brightness images IEEE Trans. Image Process. 2007
11. O. Aldrian, and W.A. Smith Inverse rendering of faces with a 3d morphable model IEEE Trans. Pattern Anal. Mach. Intell. 2013
12. M. Reiter et al. 3D and infrared face reconstruction from RGB data using canonical correlation analysis Proceedings of the 18th International Conference on Pattern Recognition, ICPR 2006 1 2006 IEEE
13. Z. Lei, Q. Bai, R. He, and S.Z. Li Face shape recovery from a single image using cca mapping between tensor spaces 2008 IEEE
14. M. Castelán, and J. Van Horebeek 3d face shape approximation from intensities using partial least squares 2008 IEEE
15. B. Moghaddam et al. Model-based 3D face capture with shape-from-silhouettes. Analysis and Modeling of Faces and Gestures Proceedings of the IEEE International Workshop on AMFG 2003 IEEE
16. Romdhani Sami, Thomas Vetter Estimating 3D shape and texture using pixel intensity, edges, specular highlights, texture constraints and a prior. Computer Vision and Pattern Recognition Proceedings of the IEEE Computer Society Conference on CVPR 2005 2 2005 IEEE
17. M. Keller, R. Knothe, T. Vetter 3d reconstruction of human faces from occluding contours Computer Vision/Computer Graphics Collaboration Techniques 2007 Springer Berlin Heidelberg 261 273
18. H. Gupta, A.K.R. Chowdhury, R. Chellappa Contour-based 3D Face Modeling from a Monocular Video BMVC 2004
19. Y. Lin, G. Medioni, and J. Choi Accurate 3d face reconstruction from weakly calibrated wide baseline images with profile contours Proceedings of the IEEE Conference Computer Vision and Pattern Recognition (CVPR) 2010 IEEE 1490 1497
20. T. Albrecht, R. Knothe, T. Vetter Modeling the remaining flexibility of partially fixed statistical shape models 2nd MICCAI Workshop on Mathematical Foundations of Computational Anatomy 2008
21. M. Lüthi, T. Albrecht, T. Vetter Probabilistic modeling and visualization of the flexibility in morphable models Mathematics of Surfaces XIII 2009 Springer Berlin Heidelberg 251 264
22. S. Suwajanakorn, I. Kemelmacher-Shlizerman, S.M. Seitz Total moving face reconstruction Computer Vision-ECCV 2014 2014 Springer International Publishing
23. C. Sagonas, G. Tzimiropoulos, S. Zafeiriou, M. Pantic 300 faces in-the-wild challenge: The first facial landmark localization challenge Proceedings of the IEEE International Conference on Computer Vision Workshops (ICCVW) 2013 IEEE
24. B. Amberg, and T. Vetter Optimal landmark detection using shape models and branch and bound Proceedings of the IEEE International Conference Computer Vision (ICCV) 2011 IEEE
25. S. Schönborn, A. Forster, B. Egger, T. Vetter A monte carlo strategy to integrate detection and model-based face analysis Pattern Recognition 2013 Springer Berlin Heidelberg 101 110
26. P. Huber, Z. Feng, W. Christmas, J. Kittler, M. Rätsch, Fitting 3D Morphable Models using Local Features. arXiv: 1503.02330, 2015
27. T. Weise, S. Bouaziz, H. Li, and M. Pauly Realtime performance-based facial animation ACM Trans. Graph. (Proc. SIGGRAPH) 2011
28. H. Li, J. Yu, Y. Ye, and C. Bregler Realtime facial animation with on-the-fly correctives ACM Trans. Graph. (Proc. SIGGRAPH) 2013
29. D. Bradley, W. Heidrich, T. Popa, and A. Sheffer High resolution passive facial performance capture ACM Trans. Graph. (Proc. SIGGRAPH) 2010
30. T. Beeler, B. Bickel, P. Beardsley, B. Sumner, and M. Gross High-quality single-shot capture of facial geometry ACM Trans. Graph. (Proc. SIGGRAPH) 2010
31. T. Beeler, F. Hahn, D. Bradley, B. Bickel, P. Beardsley, C. Gotsman, R.W. Sumner, and M. Gross High-quality passive facial performance capture using anchor frames ACM Trans. Graph. (Proc. SIGGRAPH) 2011
32. L. Valgaerts, C. Wu, A. Bruhn, H.-P. Seidel, and C. Theobalt Lightweight binocular facial performance capture under uncontrolled lighting ACM Trans. Graph. (Proc. SIGGRAPH Asia) 2012
33. B. Amberg, A. Blake, A. Fitzgibbon, S. Romdhani, T. Vetter Reconstructing high quality face-surfaces using model based stereo. Computer Vision, 2007 Proceedings of the IEEE 11th International Conference on ICCV 2007 IEEE
34. T. Bolkart, and S. Wuhrer 3d faces in motion: fully automatic registration and statistical analysis Comput. Vis. Image Underst. 2015
35. A. Brunton, T. Bolkart, S. Wuhrer, Multilinear Wavelets A Statistical Shape Space for Human Faces Computer Vision-ECCV 2014 2014 Springer International Publishing
36. L.A. Jeni, J.F. Cohn, T. Kanade Dense 3D Face Alignment from 2D Videos in Real-Time FG 2015
37. P. Garrido, L. Valgaerts, C. Wu, and C. Theobalt Reconstructing detailed dynamic face geometry from monocular video. ACM Trans. Graph. 2013
38. F. Shi, H.-T. Wu, X. Tong, and J. Chai Automatic acquisition of high-fidelity facial performances using monocular videos ACM Trans. Graph. (TOG) 2014
39. I. Kemelmacher-Shlizerman Internet based morphable model Computer Vision (ICCV), 2013 IEEE International Conference on 2013 IEEE
40. I. Kemelmacher-Shlizerman, S.M. Seitz Face reconstruction in the wild Proceedings of the IEEE International Conference on Computer Vision (ICCV) 2011 IEEE
41. I. Kemelmacher, R. Basri Molding face shapes by example Computer Vision-ECCV 2006 2006 Springer Berlin Heidelberg
42. S. Schönborn, B. Egger, A. Forster, and T. Vetter Background modeling for generative image models Comput. Vis. Image Underst. 2015
43. S. Rännar, F. Lindgren, P. Geladi, and S. Wold A pls kernel algorithm for data sets with many variables and fewer objects. Part 1: theory and algorithm J. Chemom. 1994
44. P. Paysan, R. Knothe, B. Amberg, S. Romdhani, T. Vetter A 3D face model for pose and illumination invariant face recognition Proceedings of the AVSS'09 Sixth IEEE International Conference On Advanced Video and Signal Based Surveillance 2009 IEEE
45. L. Farkas Anthropometry of the Head and Face 1994
46. A. Brunton, A. Salazar, T. Bolkart, and S. Wuhrer Review of statistical shape spaces for 3D data with comparative analysis for human faces Comput. Vis. Image Underst. 2014
47. D. Varas, F. Marques Region-based particle filter for video object segmentation Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2014 IEEE
48. X. Xuehan, F. de la Torre Supervised descent method and its applications to face alignment Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2013 IEEE