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一种用于三维重建的彩色Sift准稠密匹配算法

赵璐璐 耿国华 周明全 王小凤

计算机应用研究2012,Vol.29Issue(9):3543-3546,4.
计算机应用研究2012,Vol.29Issue(9):3543-3546,4.DOI:10.3969/j.issn.1001-3695.2012.09.091

一种用于三维重建的彩色Sift准稠密匹配算法

Quasi-dense matching based on color Sift algorithm for 3D reconstruction

赵璐璐 1耿国华 1周明全 1王小凤2

作者信息

  • 1. 西北大学信息科学与技术学院,西安710127
  • 2. 北京师范大学信息科学与技术学院,北京100875
  • 折叠

摘要

Abstract

This paper proposed a quasi-dense matching algorithm based on the Kubelka-Munk theory for uncalibrated images, it contributed to more accurate 3D reconstruction. Because Sift algorithm was less capable of matching for color images under changing illumination. First, it found color invariant of each pixel in color images for extracting color feature points and constructing color sift feature descriptor to match, using RANSAC robust algorithm to eliminate false matches for generating seed points. Then it presented a adaptive window method to adjust search scope, which was based on the mean of disparity gradient according to the parallax constraint. Finally, it used the principle of the highest priority for regional growth. Experiments show that this algorithm can obtain satisfactory quasi-dense matching results, and it is an effective dense matching algorithm for 3D Reconstruction.

关键词

彩色Sift/区域增长/准稠密匹配/视差约束

Key words

color Sift/regional growth/quasi-dense matching/parallax constraint

分类

信息技术与安全科学

引用本文复制引用

赵璐璐,耿国华,周明全,王小凤..一种用于三维重建的彩色Sift准稠密匹配算法[J].计算机应用研究,2012,29(9):3543-3546,4.

基金项目

国家自然科学基金资助项目(61172170) (61172170)

国家教育部博士点基金资助项目(200806970014) (200806970014)

陕西省自然科学基金资助项目(2011JQ8001,2010JQ8011) (2011JQ8001,2010JQ8011)

虚拟现实应用教育部工程研究中心开放基金资助项目(MEOB-NUEVRA200903) (MEOB-NUEVRA200903)

计算机应用研究

OA北大核心CSCDCSTPCD

1001-3695

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