Title :
Reflectance from images: a model-based approach for human faces
Author :
Fuchs, Martin ; Blanz, Volker ; Lensch, Hendrik ; Seidel, Hans-Peter
Author_Institution :
Max-Planck-Inst. fur Inf., Saarbrucken, Germany
Abstract :
In this paper, we present an image-based framework that acquires the reflectance properties of a human face. A range scan of the face is not required. Based on a morphable face model, the system estimates the 3D shape and establishes point-to-point correspondence across images taken from different viewpoints and across different individuals´ faces. This provides a common parameterization of all reconstructed surfaces that can be used to compare and transfer BRDF data between different faces. Shape estimation from images compensates deformations of the face during the measurement process, such as facial expressions. In the common parameterization, regions of homogeneous materials on the face surface can be defined a priori. We apply analytical BRDF models to express the reflectance properties of each region and we estimate their parameters in a least-squares fit from the image data. For each of the surface points, the diffuse component of the BRDF is locally refined, which provides high detail. We present results for multiple analytical BRDF models, rendered at novel orientations and lighting conditions.
Keywords :
colour graphics; computational geometry; image texture; rendering (computer graphics); 3D shape; face deformation; facial expressions; human face images; image color analysis; image reflectance property; image rendering; image shading; image shadowing; image shape estimation; image texture; lighting condition; morphable face model; surface reconstruction; Analytical models; Face; Humans; Image analysis; Image reconstruction; Parameter estimation; Reflectivity; Shape measurement; Surface fitting; Surface reconstruction; Index Terms- Color; reflectance.; shading; shadowing; texture; Algorithms; Artificial Intelligence; Computer Graphics; Computer Simulation; Face; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Information Storage and Retrieval; Models, Biological; Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated; Photometry; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Subtraction Technique; User-Computer Interface;
Journal_Title :
Visualization and Computer Graphics, IEEE Transactions on
DOI :
10.1109/TVCG.2005.47