Gray Level Image Enhancement Using Cuckoo Search Algorithm

被引:8
|
作者
Ghosh, Soham [1 ]
Roy, Sourya [1 ]
Kumar, Utkarsh [1 ]
Mallick, Arijit [1 ]
机构
[1] Jadavpur Univ, Dept Instrumentat & Elect Engn, Salt Lake Campus,LB-8,Sect 3, Kolkata, W Bengal, India
关键词
Cuckoo Search Optimization; Edgels; Enhancement; Image fitness; Levy flight; Metaheuristic Algorithm;
D O I
10.1007/978-3-319-04960-1_25
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work we have assessed the capability of a new optimization algorithm - the Cuckoo Search algorithm in tuning the image enhancement functions for peak performance. The assessment has been conducted in comparison to two of the old optimization algorithm aided enhancement, namely, Genetic Algorithms and Particle Swarm Optimization and previous enhancement techniques Histogram Equalization and Linear Contrast Stretch techniques. Results have been assimilated in this paper and conclusions have been drawn keeping the fitness of image and number of edgels in enhanced image as the benchmark. The results have illustrated the capability of Cuckoo search algorithm in optimizing the enhancement functions.
引用
收藏
页码:275 / 286
页数:12
相关论文
共 50 条
  • [1] An Efficient Algorithm for Gray Level Image Enhancement Using Cuckoo Search
    Agrawal, Sanjay
    Panda, Rutuparna
    [J]. SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, (SEMCCO 2012), 2012, 7677 : 82 - 89
  • [2] Performance Analysis of Chaotic Levy Bat Algorithm and Chaotic Cuckoo Search Algorithm for Gray Level Image Enhancement
    Dhal, Krishna Gopal
    Quraishi, Md. Iqbal
    Das, Sanjoy
    [J]. INFORMATION SYSTEMS DESIGN AND INTELLIGENT APPLICATIONS, VOL 1, 2015, 339 : 233 - 244
  • [3] Grayscale Image Enhancement Using Improved Cuckoo Search Algorithm
    Arora, Samiksha
    Kaur, Prabhpreet
    [J]. PROGRESS IN INTELLIGENT COMPUTING TECHNIQUES: THEORY, PRACTICE, AND APPLICATIONS, VOL 1, 2018, 518 : 141 - 148
  • [4] A Cuckoo Search Algorithm for Fingerprint Image Contrast Enhancement
    Bouaziz, Amira
    Draa, Amer
    Chikhi, Salim
    [J]. 2014 SECOND WORLD CONFERENCE ON COMPLEX SYSTEMS (WCCS), 2014, : 678 - 685
  • [5] An improved cuckoo search algorithm for multi-level gray-scale image thresholding
    Sun, Min
    Wei, Hui
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (47-48) : 34993 - 35016
  • [6] An improved cuckoo search algorithm for multi-level gray-scale image thresholding
    Min Sun
    Hui Wei
    [J]. Multimedia Tools and Applications, 2020, 79 : 34993 - 35016
  • [7] Comparison and Analysis of Cuckoo Search and Firefly Algorithm for Image Enhancement
    Katiyar, Sapna
    Patel, Rachit
    Arora, Khushboo
    [J]. SMART TRENDS IN INFORMATION TECHNOLOGY AND COMPUTER COMMUNICATIONS, SMARTCOM 2016, 2016, 628 : 62 - 68
  • [8] A novel enhanced cuckoo search algorithm for contrast enhancement of gray scale images
    Kamoona, Ammar Mansoor
    Patra, Jagdish Chandra
    [J]. APPLIED SOFT COMPUTING, 2019, 85
  • [9] Image Gray-level Enhancement using Black Hole Algorithm
    Yaghoobi, Saber
    Hemayat, Saeed
    Mojallali, Hamed
    [J]. 2015 2ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION AND IMAGE ANALYSIS (IPRIA), 2015,
  • [10] Gray image enhancement using harmony search
    Mohammed Azmi Al-Betar
    Zaid Abdi Alkareem Alyasseri
    Ahamad Tajudin Khader
    Asaju La’aro Bolaji
    Mohammed A. Awadallah
    [J]. International Journal of Computational Intelligence Systems, 2016, 9 : 932 - 944