Fast stereo matching of feature links

Chang Il Kim, Soon Yong Park

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

13 Scopus citations

Abstract

In stereo vision researches, feature-based stereo matching algorithms have been widely used in the preference of low computation cost and high matching accuracy. This paper presents a new stereo matching algorithm based on feature links. The proposed method, which is called feature link matching, utilizes the length and color information of feature links in stereo images. The proposed algorithm is very effective to decide correct correspondence, thus increases accuracy of stereo matching. In addition, inner features which lie within a link are interpolated by an internal division method to increase the number of correct disparity values. For real-time applications of the proposed method, point features are determined by the FAST extractor. Three feature link constraints, epipolar, ordering, and length, are employed. In experimental results, feature link matching yields 1 pixel disparity accuracy of 98.6% which is the average of 5 sample images from the Middlebury stereo data. Average computation time is about 18.7ms. The proposed matching algorithm is also applied to real-time 3D map building using a mobile robot.

Original languageEnglish
Title of host publicationProceedings - 2011 International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission, 3DIMPVT 2011
Pages268-274
Number of pages7
DOIs
StatePublished - 2011
Event2011 International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission, 3DIMPVT 2011 - Hangzhou, China
Duration: 16 May 201119 May 2011

Publication series

NameProceedings - 2011 International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission, 3DIMPVT 2011

Conference

Conference2011 International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission, 3DIMPVT 2011
Country/TerritoryChina
CityHangzhou
Period16/05/1119/05/11

Keywords

  • 3D map building
  • Feature matching
  • Mobile robot
  • Stereo matching

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