Depth discontinuities by pixel-to-pixel stereo

被引:269
作者
Birchfield, S [1 ]
Tomasi, C [1 ]
机构
[1] Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA
基金
美国国家科学基金会;
关键词
stereo matching; depth discontinuities; dynamic programming; untextured scenes; image sampling;
D O I
10.1023/A:1008160311296
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An algorithm to detect depth discontinuities from a stereo pair of images is presented. The algorithm matches individual pixels in corresponding scanline pairs, while allowing occluded pixels to remain unmatched, then propagates the information between scanlines by means of a fast postprocessor. The algorithm handles large untextured regions, uses a measure of pixel dissimilarity that is insensitive to image sampling, and prunes bad search nodes to increase the speed of dynamic programming. The computation is relatively fast, taking about 600 nanoseconds per pixel per disparity on a personal computer. Approximate disparity maps and precise depth discontinuities (along both horizontal and vertical boundaries) are shown for several stereo image pairs containing textured, untextured, fronto-parallel, and slanted objects in indoor and outdoor scenes.
引用
收藏
页码:269 / 293
页数:25
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