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一种基于几何约束的RANSAC改进算法

穆柯楠 惠飞 曹健明 郭兰英

计算机工程与应用Issue(4):205-208,4.
计算机工程与应用Issue(4):205-208,4.DOI:10.3778/j.issn.1002-8331.1301-0122

一种基于几何约束的RANSAC改进算法

Improved RANSAC algorithm based on geometric constraints

穆柯楠 1惠飞 1曹健明 1郭兰英1

作者信息

  • 1. 长安大学 信息工程学院,西安 710064
  • 折叠

摘要

Abstract

Eliminating false matching is an important part in image stitching technology. Traditional eliminating errone-ous matching method in the field of image stitching is RANSAC algorithm, but this method need numerous iterations and complex computation, and it often can not completely eliminate the false matching. Focusing on these shortcomings in RANSAC, this paper presents an improved RANSAC algorithm which is based on the geometric constraints. Clustering and grouping the matching points, then establishing a prejudgment geometric constraints model with the two geometric relationship between each couple of matching points:(1)the slope of each connection segment of each couple is equal and (2)the length of each connection segment of each couple is equal, to pre-purify matching points. The experiments show that the algorithm compared to the traditional RANSAC algorithm, eliminates mis-matching, reduces the number of itera-tions, improves computational efficiency, thereby improves the efficiency of image matching algorithm.

关键词

图像拼接/随机抽样一致(RANSAC)算法/几何约束/预提纯

Key words

image stitching/Random Sample Consensus(RANSAC)algorithm/geometric constraints/pre-purified

分类

信息技术与安全科学

引用本文复制引用

穆柯楠,惠飞,曹健明,郭兰英..一种基于几何约束的RANSAC改进算法[J].计算机工程与应用,2015,(4):205-208,4.

基金项目

教育部博士点基金(No.20120205120002);交通部信息化专项(No.2012-364-812-105)。 ()

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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