Title :
Model-based shape recovery from single images of general and unknown lighting
Author :
Rara, Ham ; Elhabian, Shireen ; Starr, Thomas ; Farag, Aly
Author_Institution :
CVIP Lab., Univ. of Louisville, Louisville, KY, USA
Abstract :
We present a new statistical shape-from-shading framework for images of unknown illumination. The object (e.g., face) to be reconstructed is described by a parametric model. To deal with arbitrary illumination, the framework makes use of recent results that general lighting can be expressed using low-order spherical harmonics for convex Lambertian objects. The classical shape-from-shading equation is modified according to this framework. Results show accurate shape recovery with respect to ground truth data.
Keywords :
image processing; shape recognition; convex Lambertian objects; low-order spherical harmonics; model-based shape recovery; single images; statistical shape-from-shading framework; unknown illumination; Brightness; Equations; Image reconstruction; Jacobian matrices; Laboratories; Light sources; Lighting; Pixel; Principal component analysis; Shape; Model-based shape-from-shading;
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2009.5413976