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AREA BASED STEREO IMAGE MATCHING TECHNIQUE USING HAUSDORFF DISTANCE AND TEXTURE ANALYSIS

机译:基于区域的立体图像匹配技术,使用Hausdorff距离和纹理分析

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摘要

A conventional image matching techniques may be classified as either area based or feature based methods. In this paper an area based image matching method is proposed for dense disparity map. The method is a composite technique where first the similarity measure between template window and search window is found by normalized cross correlation technique. Few best matches are selected for the template window from the search sub windows, considering the largest normalized cross correlation coefficient. Further edge map is obtained for stereo image pair using canny edge detector. The matches for the template window are filtered using Hausdorff distance technique. Further texture analysis of the same template window and selected search windows is the third measure to decide the accurate match. Texture analysis is done with the co-occurrence matrices which is a two dimensional histogram of the occurrence of pair of intensity value in a given spatial relationship. With this composite method dense point to point correspondence can be achieved with greater accuracy. This method is tolerant to radiometric distortions and parallel processing of the three techniques will improve the speed.
机译:传统的图像匹配技术可以被归类为基于区域的或基于特征的方法。在本文中,提出了一种基于区域的图像匹配方法,用于密集的差异图。该方法是一种复合技术,其中首先通过归一化的跨相关技术找到模板窗口和搜索窗口之间的相似度测量。考虑到最大的归一化交叉相关系数,从搜索子窗口中选择了很少的最佳匹配。用于使用罐头边缘检测器的立体图像对获得进一步的边缘图。使用Hausdorff距离技术过滤模板窗口的匹配项。对相同的模板窗口和所选搜索窗口的进一步纹理分析是决定准确匹配的第三种度量。纹理分析是用共发电矩阵完成的,该矩阵是给定空间关系中的一对强度值发生的二维直方图。利用这种复合方法,可以通过更高的精度来实现光点对应的。该方法可容忍辐射算法畸变,并且三种技术的并行处理将提高速度。

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