灰度和彩色图像的双边滤波

Carlo Tomasi, R. Manduchi
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引用次数: 9040

摘要

双边滤波平滑图像,同时保留边缘,通过非线性组合附近的图像值。该方法是非迭代的、局部的、简单的。它结合了灰度或颜色的几何接近度和光度相似性,并且在域和范围内更喜欢近值而不是远值。与分别对彩色图像的三个波段进行操作的滤波器相比,双边滤波器可以强制执行CIE-Lab颜色空间底层的感知度量,并以一种调整到人类感知的方式平滑颜色和保留边缘。此外,与标准滤波相比,双边滤波不会在彩色图像的边缘产生幻色,并减少了原始图像中出现的幻色。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Bilateral filtering for gray and color images
Bilateral filtering smooths images while preserving edges, by means of a nonlinear combination of nearby image values. The method is noniterative, local, and simple. It combines gray levels or colors based on both their geometric closeness and their photometric similarity, and prefers near values to distant values in both domain and range. In contrast with filters that operate on the three bands of a color image separately, a bilateral filter can enforce the perceptual metric underlying the CIE-Lab color space, and smooth colors and preserve edges in a way that is tuned to human perception. Also, in contrast with standard filtering, bilateral filtering produces no phantom colors along edges in color images, and reduces phantom colors where they appear in the original image.
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