Adaptive Logarithmic-Power Algorithm for Preserving the Brightness in Contrast Distorted Images

被引:0
作者
Rekhi, Navleen S. [1 ,2 ]
Sidhu, Jagroop S. [2 ]
机构
[1] IKG Punjab Tech Univ, Kapurthala, Punjab, India
[2] DAV Inst Engn & Technol, Jalandhar, Punjab, India
关键词
Non-uniform images; gamma correction; multi-scale 2D- discrete wavelet transform; logarithmic-power; quality metrics; DYNAMIC HISTOGRAM EQUALIZATION; ENHANCEMENT; PERFORMANCE;
D O I
10.14569/IJACSA.2021.0121022
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The digital images get distorted due to non-uniform light conditions or improper acquisition settings of the digital camera. Such factors lead to distorted contrast objects. In this work, we proposed adaptive enhancement algorithm to improve the contrast while preserving the mean brightness in the image. The method developed is a combination of discrete wavelet transform and gamma correction. Firstly, the gamma scale is computed from multi-scale decomposition using 2D-discrete wavelet transform. The value of scale parameter in gamma was computed from combination of logarithmic and power function. Secondly, the gamma correction is implemented to improve the contrast in the image. Lastly, bilateral filtering is utilized for smoothness of edges in the image. The approach effectively preserved the brightness and optimized the contrast in the image. The objective quality measures used as Peak SNR, AMBE, entropy, entropy based contrast measure and median absolute deviation is computed and compared with other state-of-the-art techniques.
引用
收藏
页码:197 / 205
页数:9
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