Efficient algorithms for image template and dictionary matching

被引:11
作者
Cha, SH [1 ]
机构
[1] SUNY Buffalo, Dept Comp Sci & Engn, Buffalo, NY 14260 USA
关键词
template matching; metrics similarity; filtration; dictionary matching;
D O I
10.1023/A:1008309026555
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Given a large text image and a small template image, the Template Matching Problem is that of finding every location within the text which looks like the pattern. This problem, which has received attention for low-level image processing, has been formalized by defining a distance metric between arrays of pixels and finding all subarrays of the large image which are within some threshold distance of the template. These so-called metric methods tends to be too slow for many applications, since evaluating the distance function can take too much time. We present a method for quickly eliminating most positions of the text from consideration as possible matches. The remaining candidate positions are then evaluated one by one against the template for a match. We are still guaranteed to find all matching positions, and our method gives significant speed-ups. Finally, we consider the problem of matching a dictionary of templates against a text. We present methods which are much faster than matching the templates individually against the input image.
引用
收藏
页码:81 / 90
页数:10
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