Provably convergent methods for the linear and nonlinear Shape from Shading problem

被引:12
作者
Ulich, G [1 ]
机构
[1] Tech Univ Berlin, Fachbereich Math, D-10623 Berlin, Germany
关键词
linear and nonlinear Shape from Shading; PDEs; numerical analysis; convergency proof; test images;
D O I
10.1023/A:1008222227032
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we present provably convergent algorithms for the linear and nonlinear Shape from Shading problem in the case of a Lambertian reflectance map. For the linear problem we discuss two explicit methods and one implicit method, for which we prove convergence for certain light directions. The method for the nonlinear Shape from Shading problem is based on a linear approximation of the image irradiance equation. For the resulting linear PDE the implicit method for the linear problem can be applied. We prove convergence of this method for all light directions.
引用
收藏
页码:69 / 82
页数:14
相关论文
共 17 条
[1]  
ADALSTEINSSON D, PAM667 U CAL
[2]  
[Anonymous], 1986, THEORIE NUMERIK ELLI
[3]  
Berezin I S., 1965, COMPUTING METHODS, VII
[4]  
BICHSEL M, 1992, P CVPR 92, P455
[5]  
BRUCKSTEIN A, 1995, COMPUTER VISION IMAG, V62, P360
[6]  
FORSYTH G, 1960, FINITE DIFFERENCE ME
[7]  
Horn B. K., 1989, SHAPE SHADING
[8]  
KOZERA R, 1995, IAPR LECT NOTES COMP, V970, P405
[9]   SHAPE-FROM-SHADING, VISCOSITY SOLUTIONS AND EDGES [J].
LIONS, PL ;
ROUY, E ;
TOURIN, A .
NUMERISCHE MATHEMATIK, 1993, 64 (03) :323-353
[10]  
MICHELSON D, 1983, MATH COMPUT, V40, P1, DOI 10.1090/S0025-5718-1983-0679433-2