3D face shape prediction from a frontal image using cylindrical coordinates and partial least squares

Pattern Recognition Letters

Volumn 34, Issue 4, 2013, Pages 389-399

  Sánchez Escobedo, Dalila ^a   Castelán, Mario ^a  

^a DEPARTAMENTO DE FÍSICA   (Mexico)

Author keywords

Face analysis; Partial least squares; Statistical 3D shape models

Indexed keywords

REGRESSION ANALYSIS;

3D SHAPE MODEL; CYLINDRICAL COORDINATES; FACE ANALYSIS; FACIAL SHAPE ANALYSIS; NOVEL VIEW SYNTHESIS; PARTIAL LEAST SQUARE (PLS); PARTIAL LEAST SQUARES REGRESSION; REGRESSION MATRICES;

LEAST SQUARES APPROXIMATIONS;

EID: 84893665240     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patrec.2012.09.007     Document Type: Article

References (20)

1. Atick, J., Griffin, P., Redlich, N., 1996. Statistical approach to shape from shading: reconstrution of three-dimensional face surfaces from single two-dimensional images. Neural Comput. 8, 1321-1340. (Pubitemid 126449972)
2. Blais, F., 2003. A review of 20 years of range sensor development. In: Proc. Videometrics VII SPIE, pp. 62-76.
3. Blanz, V., Vetter, T., 1999. A morphable model for the synthesis of 3d faces. SIGGRAPH I, 187-194.
4. Blanz, V., Vetter, T., 2003. Face recognition based on fitting a 3d morphable model. IEEE Trans. Pattern Anal. Mahcine Intell. 25 (9), 1063-1074.
5. Castelán, M., Puerto-Souza, G.A., Horebeek, J.V., 2009. Using subspace multiple linear regression for 3d face shape prediction from a single image. In: Internat. Symposium on Visual Computing (2) pp. 662-673.
6. Castelán, M., Smith, W., Hancock, E., 2007. A coupled statistical model for face shape recovery from brightness images. Trans. Image Process. 16 (4), 1139-1151. (Pubitemid 46542400)
7. Castelán, M., Van Horebeek, J., 2008. 3D face shape approximation from intensities using Partial Least Squares. Proc. IEEE Computer Vision and Pattern Recoginition Workshops, 1-8.
8. Dovgard, R., Basri, R., 2004. Statistical symmetric shape from shading form 3D structure recovery of faces. In: Pajdla, T., Matas, J (G.) (Eds.), ECCV 2004, LNCS, 3022. Springer, Heidelberg, pp. 99-113.
9. Ira Kemelmacher-Shlizerman, Ronen Basri, 2011. 3D face reconstruction from a single image using a single reference face shape, IEEE Trans. Pattern Anal. Mach. Intell., pp. 394-405.
10. Lei, Z., Bai, Q, He, R, Li, S.Z., 2008. Face shape recovery from a single image using CCA mapping between tensor spaces. In: Proceedings of CVPR.
11. McArdle, A., Kruger, U., Hahn, J., 2009. Multivariate Statistical analysis applied to an IL6 signal transduction model in hepatocytes. Stat. Med. 28 (19), 2401-2434.
12. Mena-Chalco, J.P., Velho, L., Cesar-Jr, RM., 2011. 3D human face reconstruction using principal components spaces. In: WTD SIBGRAPI - Conference on Graphics, Paterns and Images, pp. 1-6, Alagoas, 2011.
13. Park, U., Tong, Y., Jain, A., 2010. Age-invariant face recognition. IEEE Trans. Pattern Anal. Machine Intell. 32 (5), 947-954.
14. Rannar, S., Geladi, P., Lindgren, F., Wold, S., 1994. A PLS kernel algorithm for data sets with many variables and fewer objects, Part 1: Theory and algorithm. J. Chemom. 8, 111-125.
15. Reiter, M., Donner, R., Langs, G., Bischof, H., 2006. 3D and infrared face reconstruction from RGB data using Canonical Correlation Analysis. In Proc. Internat. Conf. on Pattern Recognition ICPR 1, 425-428. (Pubitemid 46531933)
16. Scharstein, D., Szelisky, R., 2002. A taxonomy and evaluation of dense two-fame stereo correspondence algorithms. Internat. J. Comput. Vision 47 (1), 7-42. (Pubitemid 34428419)
17. Smith, W.A.P., Hancock, E.R., 2008. Facial shape-from-shading and recoginition using principal geodesic analysis and robust statistics. Internat. J. Comput. Vision 76 (1), 71-91. (Pubitemid 350234088)
18. Smith, W., Hancock, R., 2006. Recovering facial shape and albedo using a statistical model of surface normal direction. IEEE Trans. Pattern Anal. Machine Intell. 28 (12), 1914-1930.
19. Sung Won Park, Jingu Heo, Marios Sawides, 2008. 3D face reconstruction from a single 2D face image, CVPRW, pp. 1-8, 2008 IEEE Computer Society Conf. on Computer Vision and Pattern Recogintion Workshops.
20. Woodham, R.J., 1978. Photometric stereo: a reflectance map technique for determining surface orientation from image intensity. Proc. of SPIE's 22nd Annual Technical Symposium 155, 136-143.