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一种改进的双边滤波算法
引用本文:张志强,王万玉.一种改进的双边滤波算法[J].中国图象图形学报,2009,14(3):443-447.
作者姓名:张志强  王万玉
作者单位:1) (中国科学院对地观测与数字地球科学中心, 北京 100086) 2)(中国科学院研究生院, 北京 100039)
摘    要:双边滤波是一种既可有效降低图像加性噪声又可保持图像边缘细节的滤波技术,它能同时利用邻域内像素点的空间邻近度信息和亮度像似度信息。然而,双边滤波器的2维实现方式和浮点型空间邻近度因子不利于硬件实现,且计算量大。提出了一种改进的双边滤波算法,该算法设计了整数型空间邻近度因子,使用水平和垂直方向上的1维滤波实现方式,并能自适应地设置空间邻近度控制参数的值。实验结果表明,改进的双边滤波算法可获得较好的滤波效果。

关 键 词:双边滤波器  高斯噪声  边缘保持  图像复原
收稿时间:8/2/2007 12:00:00 AM
修稿时间:2007/10/17 0:00:00

A Modified Bilateral Filtering Algorithm
ZHANG Zhiqiang and ZHANG Zhiqiang.A Modified Bilateral Filtering Algorithm[J].Journal of Image and Graphics,2009,14(3):443-447.
Authors:ZHANG Zhiqiang and ZHANG Zhiqiang
Affiliation:1)(Center for Earth Observation and Digital Earth, Chinese Academy of Sciences, Beijing 100086) 2)(Graduate School of the Chinese Academy of Sciences, Beijing 100039)
Abstract:Bilateral filtering is an edge-preserving filtering technique; it employs both geometric closeness and radiometric similarity of neighboring pixels. A 2-dimensional implementation of the bilateral filter and its float closeness, however, are not suitable for hardware implementation and computationally expensive. In this paper, a modified bilateral filtering algorithm is proposed. It improves the bilateral filtering in three aspects: designing integer geometric closeness, restoring image in 1-dimensional and adaptively choosing control parameter of radiometric similarity. Experiments show that the modified bilateral filtering can achieve better performance.
Keywords:bilateral filter  Gaussian noise  edge-preserving  image restoration
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