An Entropy Interpretation of the Logarithmic Image Processing Model With Application to Contrast Enhancement

被引:54
作者
Deng, Guang [1 ]
机构
[1] La Trobe Univ, Dept Elect Engn, Bundoora, Vic 3086, Australia
关键词
Image enhancement; information content; logarithmic image processing (LIP) model; relative entropy; RATIO;
D O I
10.1109/TIP.2009.2016796
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The logarithmic image processing (LIP) model is a mathematical theory that provides new operations for image processing. The contrast definition has been shown to be consistent with some important physical laws and characteristics of human visual system. In this paper, we establish an information-theoretic interpretation of the contrast definition. We show that it can be expressed as a combination of the relative entropy and Shannon's information content. Based on this new interpretation, we propose an adaptive algorithm for enhancing the contrast and sharpness of noisy images.
引用
收藏
页码:1135 / 1140
页数:6
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