Efficient Algorithms for Image Template and Dictionary Matching

被引:1
|
作者
Sung-Hyuk Cha
机构
[1] State University of New York,Department of Computer Science and Engineering
关键词
template matching; metrics similarity; filtration; dictionary matching;
D O I
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中图分类号
学科分类号
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.
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页码:81 / 90
页数:9
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