COMPARING IMAGES USING THE HAUSDORFF DISTANCE

被引:3086
作者
HUTTENLOCHER, DP [1 ]
KLANDERMAN, GA [1 ]
RUCKLIDGE, WJ [1 ]
机构
[1] XEROX CORP,PALO ALTO RES CTR,SYST & PRACTICES LAB,PALO ALTO,CA 94304
基金
加拿大自然科学与工程研究理事会; 美国国家科学基金会;
关键词
DISTANCE TRANSFORMS; MODEL-BASED RECOGNITION; VORONOI SURFACE;
D O I
10.1109/34.232073
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Hausdorff distance measures the extent to which each point of a ''model'' set lies near some point of an ''image'' set and vice versa. Thus, this distance can be used to determine the degree of resemblance between two objects that are superimposed on one another. In this paper, we provide efficient algorithms for computing the Hausdorff distance between all possible relative positions of a binary image and a model. We focus primarily on the case in which the model is only allowed to translate with respect to the image. Then, we consider how to extend the techniques to rigid motion (translation and rotation). The Hausdorff distance computation differs from many other shape comparison methods in that no correspondence between the model and the image is derived. The method is quite tolerant of small position errors such as those that occur with edge detectors and other feature extraction methods. Moreover, we show how the method extends naturally to the problem of comparing a portion of a model against an image.
引用
收藏
页码:850 / 863
页数:14
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