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Development of Stereo Matching Algorithm Based on Guided Filter

机译:基于导引滤波器的立体匹配算法的开发

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This article presents a new stereo matching algorithm to estimate a disparity or depth map. This map contains depth information from stereo matching process. Commonly, the region of low texture area is the most difficult and challenging area for matching process to get accurate result. Thus, the proposed work in this article uses an edge preserving filter to decrease the noise and surge the accuracy on this region. The filter is known as Guided Filter (GF). The GF is robust on the low texture area with high contrast and brightness. It is also capable to sharpen and decrease the noise on the filtered images. From the standard dataset for stereo evaluation of the Middlebury, the propose framework gains precise results and perform better than some of established algorithms in the evaluated database.
机译:本文提出了一种新的立体匹配算法,用于估计视差图或深度图。该地图包含来自立体匹配过程的深度信息。通常,低纹理区域是匹配过程中要获得准确结果的最困难和最具挑战性的区域。因此,本文中的拟议工作使用了边缘保留滤波器来降低噪声并提高该区域的精度。该过滤器称为引导过滤器(GF)。 GF在低纹理区域具有高对比度和亮度,因此非常坚固。它还能够锐化和减少滤波图像上的噪点。从用于Middleiddlebury立体评估的标准数据集中,所提出的框架获得了精确的结果,并且比评估数据库中的某些已建立算法表现更好。

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