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一种基于自适应窗口和图切割的快速立体匹配算法
引用本文:尹传历,向长波,宋建中,乔双.一种基于自适应窗口和图切割的快速立体匹配算法[J].光学精密工程,2008,16(6):1117-1121.
作者姓名:尹传历  向长波  宋建中  乔双
作者单位:1. 中国科学院,长春光学精密机械与物理研究所,吉林,长春,130031;中国科学院,研究生院,北京,100039
2. 中国科学院,长春光学精密机械与物理研究所,吉林,长春,130031
3. 东北师范大学,物理学院,吉林,长春,130024
摘    要:针对基于图切割的立体匹配算法计算量大的缺点,提出了一种新的快速立体匹配算法。首先根据图像边缘特征自适应变化窗口,并采用灰度差平方和匹配(SSD)作为相似判定准则计算初始视差图,再通过左右一致性校验去除误匹配点,在构造能量函数时,将初始视差作为能量函数的一个参考项,最后采用图切割(graph cuts)算法求取使全局能量最小的视差最优分配。通过标准图像对测试了提出的方法,并与其他方法进行了比较,实验结果表明,该算法不仅能够保留基于图切割的立体匹配算法对大的低纹理区域和遮挡像素较好处理的优点,而且匹配时间短,运行时间比原有算法约缩短了三分之二,能够满足工程实用性的要求。

关 键 词:立体匹配  自适应窗口  视差图  图切割  能量函数
收稿时间:2007-10-25
修稿时间:2007-12-29

A Fast Stereo Matching Algorithm Based on Adaptive Window and Graph cuts
YIN Chuan-li,XIANG Chang-bo,SONG Jian-zhong,QIAO Shuang.A Fast Stereo Matching Algorithm Based on Adaptive Window and Graph cuts[J].Optics and Precision Engineering,2008,16(6):1117-1121.
Authors:YIN Chuan-li  XIANG Chang-bo  SONG Jian-zhong  QIAO Shuang
Abstract:According to the disadvantage of the large computation of the stereo matching algorithm based on graph cuts, a new stereo matching algorithm is presented. First, adaptive window is obtained in virtue of image edge features. Second, the SSD matching method as a similarity decision criterion is introduced to determine the initial disparity map, and then left-right conformity verification is adopted to remove mistake matching points. The initial disparity is used as a reference for the function when the energy function is structured. Finally the optimization of disparity distribution is obtained to achieve the minimum global energy by graph cuts algorithm. Experimental results based on standard stereo image rig are compared with other methods and demonstrate that not only the proposed algorithm has better performance of processing the large low texture areas and the occluded pixels, but also running time is short and two-thirds faster than the original algorithm. It can satisfy the demands of engineering practices completely.
Keywords:Stereo matching  Adaptive window  Disparity map  Graph cuts  Energy function
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