Medical Images Contrast Enhancement using Quad Weighted Histogram Equalization with Adaptive Gama Correction and Homomorphic Filtering

被引:11
|
作者
Agarwal, Monika [1 ]
Mahajan, Rashima [1 ]
机构
[1] GD Goenka Univ, Dept SOE, Gurugram 122102, India
关键词
Medical Image; Contrast Enhancement; Histogram Equalization; Adaptive Gama Correction; Homomorphic Filtering; Weighted Distribution; Probability Density function; BRIGHTNESS PRESERVATION;
D O I
10.1016/j.procs.2017.09.107
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image contrast enhancement plays a vital role in various applications of digital image processing field like face recognition, satellite imaging and medical imaging This paper proposes an efficient algorithm to cater the limitation of over enhancement with maximum entropy preservation. In the proposed algorithm, input image histogram is segmented first based on its valley positions and then weighted distribution is applied to all segmented sub histograms followed by the histogram equalization, gamma correction and homomorphic filtering. Results reveal that the proposed technique outer performs other conventional histogram equalization techniques both in terms of visual quality along with maximum entropy preservation and contrast enhancement. (C) 2017 The Authors. Published by Elsevier B.V.
引用
收藏
页码:509 / 517
页数:9
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