赖小波, 朱世强, 马璇. 一种对光照条件不敏感而快速的局部立体匹配[J]. 机器人, 2011, 33(3): 292-298.
引用本文: 赖小波, 朱世强, 马璇. 一种对光照条件不敏感而快速的局部立体匹配[J]. 机器人, 2011, 33(3): 292-298.
LAI Xiaobo, ZHU Shiqiang, MA Xuan. A Fast Local Stereo Matching Insensitive to Illumination Conditions[J]. ROBOT, 2011, 33(3): 292-298.
Citation: LAI Xiaobo, ZHU Shiqiang, MA Xuan. A Fast Local Stereo Matching Insensitive to Illumination Conditions[J]. ROBOT, 2011, 33(3): 292-298.

一种对光照条件不敏感而快速的局部立体匹配

A Fast Local Stereo Matching Insensitive to Illumination Conditions

  • 摘要: 针对绝大多数立体匹配算法的相似性测度过分依赖于图像灰度统计特性的问题,提出了一种对光照变化不敏感的立体匹配算法.首先,研究了Census非参数变换并分析了其局限性;其次,为了在立体匹配时能够考虑像素的空间位置信息,对于变换窗口内与中心像素的相对位置大于一个单位的各邻域像素,将其灰度值通过周围4个像素的灰度值插值获得;最后,再对图像进行Census非参数变换和立体匹配,得到致密的视差图.实验结果表明,该算法结构简单,计算效率高,即使在非理想光照条件下也能够获得满意的立体匹配结果,具有很强的稳健性.

     

    Abstract: Aiming at the problem that the similarity measures in the overwhelming majority of stereo matching approaches rely heavily on the statistical characteristics of image gray values,a stereo matching algorithm insensitive to differentiations in illumination is proposed.Firstly,the Census non-parametric transform is investigated and its limitations are analyzed. Secondly,in order to take the pixels' spatial location information into consideration when searching stereo correspondences, gray values of the neighborhood pixels,whose relative positions are one unit greater than the center pixel in the transformation window,are replaced by gray values' interpolation with the four pixels adjacent to them.Finally,the Census non-parametric transform of images and stereo matching are implemented,and then,dense disparity map is obtained.The experiment results show that the proposed method has simple mechanism,high computational efficiency and strong robustness;satisfactory stereo matching results also can be obtained even under non-ideal illumination conditions.

     

/

返回文章
返回