TRACKING LEVEL SETS BY LEVEL SETS - A METHOD FOR SOLVING THE SHAPE FROM SHADING PROBLEM

被引:100
作者
KIMMEL, R [1 ]
BRUCKSTEIN, AM [1 ]
机构
[1] TECHNION ISRAEL INST TECHNOL,DEPT COMP SCI,IL-32000 HAIFA,ISRAEL
关键词
D O I
10.1006/cviu.1995.1040
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new algorithm for recovering depth to a Lambertian C-1 smooth object given its gray-level image under uniform illumination from the viewing direction is presented. To recover depth, an almost arbitrarily initialized surface is numerically propagated on a rectangular grid, so that a level set of this surface tracks the height contours of the depth function. The image shading controls the propagation of the surface. When the light direction is tilted with respect to the viewing direction the problem is solved by tracking the projection of equal-height contours defined with respect to the light source direction. This projection approach provides a solution that overcomes ambiguity problems encountered in previous work, while the level set approach of implementing the contour propagation overcomes numerical problems and some of the topology problems of the evolving contours. (C) 1995 Academic Press, Inc.
引用
收藏
页码:47 / 58
页数:12
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