Fast bilateral filtering for the display of high-dynamic-range images

被引:131
作者
Durand, F [1 ]
Dorsey, J [1 ]
机构
[1] MIT, Comp Sci Lab, Cambridge, MA 02139 USA
来源
ACM TRANSACTIONS ON GRAPHICS | 2002年 / 21卷 / 03期
关键词
image processing; tone mapping; contrast reduction; edge-preserving filtering; weird maths;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We present a new technique for the display of high-dynamic-range images, which reduces the contrast while preserving detail. It is based on a two-scale decomposition of the image into a base layer, encoding large-scale variations, and a detail layer. Only the base layer has its contrast reduced, thereby preserving detail. The base layer is obtained using an edge-preserving filter called the bilateral filter. This is a non-linear filter, where the weight of each pixel is computed using a Gaussian in the spatial domain multiplied by an influence function in the intensity domain that decreases the weight of pixels with large intensity differences. We express bilateral filtering in the framework of robust statistics and show how it relates to anisotropic diffusion. We then accelerate bilateral filtering by using a piecewise-linear approximation in the intensity domain and appropriate subsampling. This results in a speed-up of two orders of magnitude. The method is fast and requires no parameter setting.
引用
收藏
页码:257 / 266
页数:10
相关论文
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