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Method for filtering of images with bilateral filters and integral histograms

机译:用双边滤波器和积分直方图滤波图像的方法

摘要

The current invention describes a method for filtering an input image with a bilateral filter to produce an output image. The bilateral filter includes a spatial filter and a range filter. The method comprising the steps of: constructing an integral histogram from an input image including pixels, and wherein each pixel has an intensity; applying, for each pixel, the spatial filter to the integral histogram to produce a local histogram, each local histogram having a bin for a specified range of intensities of the pixels, each bin associated with a coefficient indicating a number of pixels in the specified range and an index to the coefficient; subtracting, for each bin in each local histogram, an intensity of the pixel from each index of the bin to produce a difference value; applying, for each bin, the range filter to each difference value to produce a response; scaling, each response by the corresponding coefficient to produce a scaled response; summing, for each local histogram, the scaled responses to produce a local response for the local histogram; summing, for each local histogram, the coefficients to produce a sum of the coefficient; and dividing, for each pixel, the local response by the sum of the coefficients to produce a response for the bilateral filter, which forms an output image.
机译:本发明描述了一种用双边滤波器对输入图像进行滤波以产生输出图像的方法。双边滤波器包括空间滤波器和范围滤波器。该方法包括以下步骤:从包括像素的输入图像构造积分直方图,并且其中每个像素具有强度;以及对于每个像素,将空间滤波器应用于积分直方图以生成局部直方图,每个局部直方图都具有针对像素强度指定范围的bin,每个bin与系数相关联,该系数指示指定范围内的像素数量以及系数的索引;对于每个局部直方图中的每个bin,从bin的每个索引中减去像素的强度以产生差值;对于每个仓,将范围滤波器应用于每个差值以产生响应;缩放,每个响应由相应的系数产生一个缩放的响应;对于每个局部直方图,将缩放后的响应求和以产生局部直方图的局部响应;对于每个局部直方图,对系数求和以产生系数的和;对于每个像素,将局部响应除以系数之和,以产生用于双边滤波器的响应,从而形成输出图像。

著录项

  • 公开/公告号US8081836B2

    专利类型

  • 公开/公告日2011-12-20

    原文格式PDF

  • 申请/专利权人 FATIH M. PORIKLI;

    申请/专利号US20080143532

  • 发明设计人 FATIH M. PORIKLI;

    申请日2008-06-20

  • 分类号G06K9/40;

  • 国家 US

  • 入库时间 2022-08-21 17:26:31

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