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Guided Filtering using Reflected IR Image for Improving Quality of Depth Image

机译:使用反射的IR图像引导过滤,从而提高深度图像的质量

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We propose the use of a reflected IR image as a guide image to improve the quality of depth image. Guided filtering is a technique that can quickly remove noise from a depth image by using a guide image. However, when an RGB image is used as a guide image, the quality of depth image does not be improved if the RGB image contains texture information (such as surface patterns and shadows). In this study, our aim is to obtain a depth image of higher quality by using a guide image derived from a reflected IR image, which have less texture information and a high correlation with depth image. Using reflected IR image, it is possible to perform filtering while retaining edge information between objects of different materials, without being affected by textures on the surfaces of these objects. In evaluation experiments, we confirmed that a guide image based on reflected IR image produce better denoising effects than RGB guide image. From the results of upsampling tests, we also confirmed that the proposed IR based guided filtering has a higher PSNR than that of RGB image.
机译:我们提出使用反射的IR图像作为引导图像,以提高深度图像的质量。引导滤波是一种技术可以通过使用引导图像快速地从深度图像中清除噪声。然而,当使用RGB图像作为引导图像时,如果RGB图像包含纹理信息(例如表面图案和阴影),则不会改善深度图像的质量。在这项研究中,我们的目的是通过使用从反射的IR图像导出的引导图像获得更高质量的深度图像,这具有较少的纹理信息和与深度图像的高相关性。使用反射的IR图像,可以执行滤波,同时在不同材料的物体之间保持边缘信息,而不会受到这些对象的表面上的纹理的影响。在评估实验中,我们确认基于反射的IR图像的引导图像比RGB指南图像产生更好的去噪效果。从上采样测试的结果,我们还证实了所提出的基于IR的引导滤波具有比RGB图像更高的PSNR。

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