A THEORY OF PHOTOMETRIC STEREO FOR A CLASS OF DIFFUSE NON-LAMBERTIAN SURFACES

被引:110
作者
TAGARE, HD
DEFIGUEIREDO, RJP
机构
[1] YALE UNIV, DEPT ELECT ENGN, NEW HAVEN, CT 06510 USA
[2] UNIV CALIF IRVINE, DEPT MATH, IRVINE, CA 92717 USA
[3] UNIV CALIF IRVINE, INTELLIGENT SENSORS & SYST LAB, IRVINE, CA 92717 USA
关键词
MACHINE VISION; NON-LAMBERTIAN REFLECTION; PHOTOMETRIC STEREO; REFLECTANCE MAPS; SHAPE FROM SHADING;
D O I
10.1109/34.67643
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Photometric stereo is a method of reconstructing a surface from the amount of light reflected by it. This is done by using prior knowledge of the surface reflectance to estimate the surface normal at all visible points. The theory of photometric stereo has been extensively developed for surfaces and illumination geometries that give rise to a Lambertian reflectance map. For non-Lambertian reflectance maps, the theory has been developed for specific cases, but a general theory has not been presented in the literature. In this paper, we propose a theory of photometric stereo for a large class of non-Lambertian reflectance maps. First, we review the different reflectance maps proposed in the literature for modeling reflection from real-world surfaces. From this, we obtain a mathematical class of reflectance maps to which the maps belong. Next, we show that three lights can be sufficient for a unique inversion of the photometric stereo equation for the entire class of reflectance maps. We also obtain a constraint on the positions of light sources for obtaining this solution. Next, we investigate the sufficiency of three light sources to estimate the surface normal and the illuminant strength. Finally, we address the issue of completeness of reconstruction. We show that if k lights are sufficient for a unique inversion, 2k lights are necessary for a complete inversion.
引用
收藏
页码:133 / 152
页数:20
相关论文
共 37 条
[1]  
Baltes HP, 1980, INVERSE SCATTERING P
[2]   SHADOWING OF RANDOM ROUGH SURFACES [J].
BECKMANN, P .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 1965, AP13 (03) :384-&
[3]  
Beckmann P., 1963, SCATTERING ELECTROMA
[4]  
BIRKEBAK RC, 1965, J HEAT TRANSFER FEB, P85
[5]   UNIDIRECTIONAL REFLECTANCE OF IMPERFECTLY DIFFUSE SURFACES [J].
BRANDENB.WM ;
NEU, JT .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA, 1966, 56 (01) :97-+
[6]   NOTE ON EFFECT OF SHADOWING ON BACKSCATTERING OF WAVES FROM A RANDOM ROUGH SURFACE [J].
BROCKELMAN, RA ;
HAGFORS, T .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 1966, AP14 (05) :621-+
[7]   RADIATIVE-TRANSFER WITH DEPENDENT SCATTERING BY PARTICLES .1. THEORETICAL INVESTIGATION [J].
CARTIGNY, JD ;
YAMADA, Y ;
TIEN, CL .
JOURNAL OF HEAT TRANSFER-TRANSACTIONS OF THE ASME, 1986, 108 (03) :608-613
[8]  
CHANDRASEDKAR S, 1960, RAD HEAT TRANSFER
[9]   OBTAINING 3-DIMENSIONAL SHAPE OF TEXTURED AND SPECULAR SURFACES USING 4-SOURCE PHOTOMETRY [J].
COLEMAN, EN ;
JAIN, R .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1982, 18 (04) :309-328
[10]  
Horn B., 1986, ROBOT VISION, DOI DOI 10.1137/1030032