Performance Analysis of Chaotic Levy Bat Algorithm and Chaotic Cuckoo Search Algorithm for Gray Level Image Enhancement

被引:15
|
作者
Dhal, Krishna Gopal [1 ]
Quraishi, Md. Iqbal [2 ]
Das, Sanjoy [1 ]
机构
[1] Univ Kalyani, Dept Engn & Technol Studies, Kalyani 741235, W Bengal, India
[2] Kalyani Govt Engn Coll, Dept Informat Technol, Kalyani, W Bengal, India
关键词
Bat algorithm; Cuckoo search; Particle swarm optimization; Levy flight; Chaotic sequence; Enhancement factor; CONTRAST ENHANCEMENT; INSPIRED ALGORITHM; OPTIMIZATION; SEQUENCES;
D O I
10.1007/978-81-322-2250-7_23
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Dark images can be enhanced in a controlled manner with the help of nature inspired metaheuristic algorithm. In this case image enhancement has been taken as a nonlinear optimization problem. Bat algorithm (BA) and Cuckoo Search (CS) algorithm is one of the most powerful metaheuristic algorithms. In this paper these two algorithms have been modified by chaotic sequence and levy flight. In BA levy flight with chaotic step size helps to do intensification. In CS algorithm the random walk has been done via chaotic sequence. Entropy and edge information has been used as objective function. From quantitative and visual analysis it is clear that chaotic levy BA outperforms the chaotic CS algorithm.
引用
收藏
页码:233 / 244
页数:12
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