A FAST LINE FINDER FOR VISION-GUIDED ROBOT NAVIGATION

被引:80
|
作者
KAHN, P [1 ]
KITCHEN, L [1 ]
RISEMAN, EM [1 ]
机构
[1] UNIV MASSACHUSETTS,DEPT COMP & INFORMAT SCI,COMP VIS RES LAB,AMHERST,MA 01003
关键词
Computer vision; knowledge-directed vision processing; line extraction; vision-guided navigation;
D O I
10.1109/34.61710
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
There are two basic ways to improve the speed of a low-level vision algorithm: careful code optimization and selective processing. Reducing the computational effort expended on each pixel reduces the time required to process an image by a constant factor. Selective processing on a limited portion of an image using a focus of attention can decrease overall computation by orders of magnitude. This correspondence develops a fast pixel-based algorithm that uses these principles to achieve fast extraction of lines for use in vision-guided mobile robot navigation. It builds upon an algorithm for extracting lines by grouping pixels with similar gradient orientation [3]. It allows parametric control of computational resources required to extract lines with particular characteristics. © 1990 IEEE
引用
收藏
页码:1098 / 1102
页数:5
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