Medical X-Ray Image Enhancement Using Global Contrast-Limited Adaptive Histogram Equalization

被引:0
|
作者
Nia, Sohrab Namazi [1 ]
Shih, Frank Y. [1 ,2 ]
机构
[1] New Jersey Inst Technol, Dept Comp Sci, Newark, NJ 07102 USA
[2] Asia Univ, Dept Comp Sci & Informat Engn, Taichung 413, Taiwan
关键词
Index terms - G-CLAHE; medical X-ray imaging; image enhancement; histogram equalization;
D O I
10.1142/S0218001424570106
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In medical imaging, accurate diagnosis heavily relies on effective image enhancement techniques, particularly for X-ray images. Existing methods often suffer from various challenges such as sacrificing global image characteristics over local image characteristics or vice versa. In this paper, we present a novel approach, called G-CLAHE (Global-Contrast Limited Adaptive Histogram Equalization), which perfectly suits medical imaging with a focus on X-rays. This method adapts from Global Histogram Equalization (GHE) and Contrast Limited Adaptive Histogram Equalization (CLAHE) to take both advantages and avoid weakness to preserve local and global characteristics. Experimental results show that it can significantly improve current state-of-the-art algorithms to effectively address their limitations and enhance the contrast and quality of X-ray images for diagnostic accuracy.
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页数:17
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