基于改进的census变换彩色图像匹配研究
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西南科技大学信息学院 绵阳 四川621010,西南科技大学信息学院 绵阳 四川621010

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TP242.6

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2013年四川省教育厅项目(13ZA0164);国防重点学科实验室项目(11ZXNK02);


Research of Color Image Stereo Matching Based on Improved Census Transform.
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China

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    摘要:

    针对传统census变换在彩色图像匹配中精度不高,易受光照影响等缺陷,提出了一种彩色census变换匹配算法。首先,利用census变换窗口内的颜色距离标准偏差代替变换窗口中心像素的灰度值,再与邻域内颜色距离信息和邻域内颜色距离信息平均值之差进行census变换。然后,利用Hamming距离作为匹配代价函数,采用优胜全取策略(Winner-Take-All)和左右一致性校验得到视差数据,获得稠密视差图。实验表明,该算法可有效提高彩色图像匹配精度,实时性好,对非理想光照变化所引起的干扰具有较强鲁棒性。

    Abstract:

    For color image stereo matching based on the traditional census transform easily affected by illumination, and matching accuracy was not high. An color image stereo matching based on improved census transform was proposed. Firstly, it taken the color distance standard deviation of census mask instead of the centre pixel, comparing with the color distance difference of per neighborhood pixels and the color distance mean intensity of the census mask to build the census transform. Secondly, Hamming distance was taken as cost function, and then, Winner-take-all strategy and left and right check were implemented to obtain disparity dense map. The experiment results show that the proposed method had high computational efficiency, and strong robustness for the interference caused by illumination change.

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李志,王姮. 基于改进的census变换彩色图像匹配研究[J]. 科学技术与工程, 2014, 14(4): .
LI Zhi, WANG Heng. Research of Color Image Stereo Matching Based on Improved Census Transform.[J]. Science Technology and Engineering,2014,14(4).

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历史
  • 收稿日期:2013-08-27
  • 最后修改日期:2013-08-27
  • 录用日期:2013-09-23
  • 在线发布日期: 2014-02-28
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