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计算机工程 ›› 2008, Vol. 34 ›› Issue (20): 210-212. doi: 10.3969/j.issn.1000-3428.2008.20.077

• 人工智能及识别技术 • 上一篇    下一篇

立体视觉中误匹配滤波方法的研究

高宏伟1,李 斌2,梁 英1,陈 亮1,赵亚威1   

  1. (1. 沈阳理工大学信息科学与工程学院,沈阳 110168;2. 中国科学院沈阳自动化研究所,沈阳 110016)
  • 收稿日期:1900-01-01 修回日期:1900-01-01 出版日期:2008-10-20 发布日期:2008-10-20

Research on False Matches Filtering Methods of Stereo Vision

GAO Hong-wei1, LI Bin2, LIANG Ying1, CHEN Liang1, ZHAO Ya-wei1   

  1. (1. School of Information Science & Engineering, Shenyang Ligong University, Shenyang 110168;2. Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016)
  • Received:1900-01-01 Revised:1900-01-01 Online:2008-10-20 Published:2008-10-20

摘要: 从二维空间和三维空间2种角度研究误匹配滤波算法,提出在匹配前用于降低误匹配的灰度预处理算法和一种基于真实控制点的视差滤波算法。前者只针对2幅图像的重叠区域进行灰度均衡,可以减少计算量,后者在传统视差均值滤波的基础上可进一步提高误匹配的滤波效率。基于真实图像的实验结果表明,新算法可以有效滤除误匹配,提高三维重建精度,保证重建效果。

关键词: 灰度均衡, 互相关, 松弛迭代, 最小中值平方法, 视差滤波

Abstract: This paper discusses some filtering algorithms for false matches on the basis of 2D space and 3D space, and puts forward a grey pre-processing algorithm applying beforehand to lower the false matching rate and a disparity filtering algorithm based on ground truth control points. The former balances the overlap area between two images to reduce the calculation quantity, and the latter based on disparity mean value filtering can improve the filtering efficiency. Experimental results of real images prove that the false matches can be eliminated effectively with the new algorithms, ensuring the effect and accuracy of 3D reconstruction.

Key words: grey equilibrium, cross-correlation, relaxation iteration, least median squares, disparity filtering

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