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高精度尺度不变特征点匹配方法及其应用

化春键 陈莹

中国机械工程Issue(12):1655-1658,4.
中国机械工程Issue(12):1655-1658,4.DOI:10.3969/j.issn.1004-132X.2014.12.018

高精度尺度不变特征点匹配方法及其应用

Precise Scale Invariant Feature Matching and Its Application

化春键 1陈莹1

作者信息

  • 1. 江南大学,无锡,214122
  • 折叠

摘要

Abstract

In object detection and localization system based on local feature matching ,the number of match and false match effects directly on localization accuracy .An improved SIFT matching algo-rithm was proposed to decrease false match and meanwhile kept the sufficient correct match number . After analyzing different match result with different match threshold in conventional SIFT feature match method ,an iterative strategy for adaptive dual-threshold for image match was presented .Then a geometry constrained model based on sparse but accurate match achieved with high threshold was es-tablish to eliminate false match in dense match set achieved with low threshold .Experimental results show that compared with other methods ,the proposed method has higher match accuracy which im-proves the performance of object detection and localization .

关键词

特征匹配/SIFT 特征/目标检测/目标定位

Key words

feature match/scale invariant feature transform(SIFT ) feature/object detection/object localization

分类

信息技术与安全科学

引用本文复制引用

化春键,陈莹..高精度尺度不变特征点匹配方法及其应用[J].中国机械工程,2014,(12):1655-1658,4.

基金项目

国家自然科学基金资助项目(61104213);中央高校基本科研业务费专项资金资助项目 ()

中国机械工程

OA北大核心CSCDCSTPCD

1004-132X

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