Separable bilateral filtering for fast video preprocessing

Tuan Q. Pham, L. Vliet
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引用次数: 271

Abstract

Bilateral filtering is an edge-preserving filtering technique that employs both geometric closeness and photometric similarity of neighboring pixels to construct its filter kernel. Multi-dimensional bilateral filtering is computationally expensive because the adaptive kernel has to be recomputed at every pixel. In this paper, we present a separable implementation of the bilateral filter. The separable implementation offers equivalent adaptive filtering capability at a fraction of execution time compared to the traditional filter. Because of this efficiency, the separable bilateral filter can be used for fast preprocessing of images and videos. Experiments show that better image quality and higher compression efficiency is achievable if the original video is preprocessed with the separable bilateral filter.
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用于快速视频预处理的可分离双边滤波
双边滤波是一种利用相邻像素的几何接近度和光度相似性来构建滤波核的边缘保持滤波技术。由于自适应核必须在每个像素上重新计算,因此多维双边滤波的计算成本很高。在本文中,我们提出了一个双边滤波器的可分离实现。与传统过滤器相比,可分离的实现在执行时间的一小部分内提供了等效的自适应过滤能力。由于这种效率,可分离双边滤波器可以用于图像和视频的快速预处理。实验表明,采用可分离双边滤波器对原始视频进行预处理,可以获得更好的图像质量和更高的压缩效率。
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