Image contrast enhancement with brightness preservation using an optimal gamma correction and weighted sum approach

被引:46
作者
Jiang, G. [1 ]
Wong, C. Y. [1 ]
Lin, S. C. F. [1 ]
Rahman, M. A. [1 ]
Ren, T. R. [1 ]
Kwok, Ngaiming [1 ,4 ]
Shi, Haiyan [2 ]
Yu, Ying-Hao [3 ]
Wu, Tonghai [4 ]
机构
[1] Univ New S Wales, Sch Mech & Mfg Engn, Sydney, NSW, Australia
[2] Shaoxing Univ, Sch Comp Sci & Technol, Shaoxing, Peoples R China
[3] Natl Chung Cheng Univ, Dept Elect Engn, Min Hsiung Township, Taiwan
[4] Xi An Jiao Tong Univ, Key Lab Modern Design & Rotor Bearing Syst Minist, Xian 710049, Peoples R China
关键词
image contrast enhancement; gamma correction; weighted sum averaging; brightness preservation; HISTOGRAM EQUALIZATION;
D O I
10.1080/09500340.2014.991358
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The enhancement of image contrast and preservation of image brightness are two important but conflicting objectives in image restoration. Previous attempts based on linear histogram equalization had achieved contrast enhancement, but exact preservation of brightness was not accomplished. A new perspective is taken here to provide balanced performance of contrast enhancement and brightness preservation simultaneously by casting the quest of such solution to an optimization problem. Specifically, the non-linear gamma correction method is adopted to enhance the contrast, while a weighted sum approach is employed for brightness preservation. In addition, the efficient golden search algorithm is exploited to determine the required optimal parameters to produce the enhanced images. Experiments are conducted on natural colour images captured under various indoor, outdoor and illumination conditions. Results have shown that the proposed method outperforms currently available methods in contrast to enhancement and brightness preservation.
引用
收藏
页码:536 / 547
页数:12
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