3D face recovery from intensities of general and unknown lighting using Partial Least Squares

Proceedings - International Conference on Image Processing, ICIP

Volumn , Issue , 2010, Pages 4041-4044

  Rara, Ham ^a   Elhabian, Shireen ^a   Starr, Thomas ^a   Farag, Aly ^a  

^a University of Louisville   (United States)

Author keywords

Model based; Partial least squares; Shape from shading; Spherical harmonics

Indexed keywords

3D FACES; GROUND TRUTH DATA; LAMBERTIAN OBJECT; MODEL-BASED; PARTIAL LEAST SQUARES; PARTIAL LEAST-SQUARES REGRESSION; SHAPE RECOVERY; SHAPE-FROM-SHADING; SPHERICAL HARMONICS; STATISTICAL SHAPES;

IMAGE PROCESSING; IMAGING SYSTEMS; LIGHTING; SHAPE OPTIMIZATION; SPHERES;

HARMONIC ANALYSIS;

EID: 78651089706     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2010.5648990     Document Type: Conference Paper

References (11)

1. R. Zhang, P. Tsai, J. E. Cryer, and M. Shah, "Shape from shading: A survey, " IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 21, pp. 690-706, 1999.
2. R. Basri and D. W. Jacobs, "Lambertian reflectance and linear subspaces, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 2, pp. 218-233, 2003.
3. V. Blanz and T. Vetter, "Face recognition based on fitting a 3d morphable model, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, pp. 1063-1074, September 2003.
4. T. F. Cootes, G. J. Edwards, and C. J. Taylor, "Active appear-ance models, " IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, pp. 681-685, 2001.
5. H. Rara, S. Elhabian, T. Starr, and A. Farag, "Model-based shape recovery from single images of general and unknown lighting, " in International Conference on Image Processing. IEEE, 2009.
6. Ira Kemelmacher-Shlizerman and Ronen Basri, "3d face reconstruction from a single image using a single reference face shape, " IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 99, no. PrePrints, 2010.
7. M. Castelan, W. A. P. Smith, and E. R. Hancock, "A coupled statistical model for face shape recovery from brightness images., " IEEE Transactions on Image Processing, vol. 16, no. 4, pp. 1139-1151, 2007.
8. M. Castelan and J. V. Horebeek, "3d face shape approximation from intensities using partial least squares, " Computer Vision and Pattern Recognition Workshop, vol. 0, pp. 1-8, 2008.
9. S. Sarkar, USF HumanID 3D Face Database, University of South Florida, Tampa, FL, USA.
10. H. Abdi, "Partial least squares regression (pls-regression), " Encyclopedia for research methods for the social sciences, pp. 792-795, 2003.
11. A.S. Georghiades, P.N. Belhumeur, and D.J. Kriegman, "From few to many: Illumination cone models for face recognition under variable lighting and pose, " IEEE Trans. Pattern Anal. Mach. Intelligence, vol. 23, no. 6, pp. 643-660, 2001.