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相关技术

基于增量式互信息的图像快速匹配方法

  • 张焕龙 ,
  • 郑卫东 ,
  • 舒云星
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  • 洛阳理工学院计算机与信息工程系,河南洛阳 471023

张焕龙(1981-),男,河南灵宝人,讲师,博士研究生,研究方向:智能图像处理技术和视频理解与分析。

收稿日期: 2014-02-26

  网络出版日期: 2025-05-26

基金资助

国家自然科学基金(61374161); 河南省科技攻关项目(132102210513)

A New Method of Fast Image Matching Based on Incremental Mutual Information

  • ZHANG Huanlong ,
  • ZHENG Weidong ,
  • SHU Yunxing
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  • Department of Computer and Information Engineering, Luoyang Institute of Science and Technology, Henan, Luoyang 471023, China

Received date: 2014-02-26

  Online published: 2025-05-26

摘要

针对传统互信息图像匹配方法中因灰度概率分布计算量大而导致匹配速度慢的问题,提出一种增量式灰度统计的图像匹配新方法。该方法在初始待匹配子图概率分布统计表的基础上,经过增量式计算避免了相邻图像块中灰度概率统计的重复性操作,大大减少了图像匹配过程中的概率统计的运算量。实验结果证明了该算法在保持互信息图像匹配优势的同时,提高了图像匹配的速度。

本文引用格式

张焕龙 , 郑卫东 , 舒云星 . 基于增量式互信息的图像快速匹配方法[J]. 弹箭与制导学报, 2015 , 35(1) : 135 -138 . DOI: 10.15892/j.cnki.djzdxb.2015.01.034

Abstract

To solve the problem of low matching speed resulting from large computational cost of gray probability distribution in traditional mutual-information-based image matching method, a new method of fast image matching based on incremental grayscale statistics was proposed. In this method, the probability distribution of to-be-matched sub-image was computed at first; and then incremental calculation was adopted to avoid repetitive operation of gray probability distribution between adjacent sub-images; Consequently, the amount of computation in the process of image matching was reduced. The experimental results demonstrate that the present algorithm not only keeps the advantages of image matching with mutual information, but also increases the speed of image matching.

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