Segmention of images using a modified Cuckoo Search (CSMcCulloch) algorithm

版本 1.0.0.0 (21.3 KB) 作者: Shilpa Suresh
Implementation of modified CS algorithm using McCulloch's method for Levy flight generation
1.5K 次下载
更新时间 2016/9/23

查看许可证

A computationally efficient image segmentation algorithm, called CSMcCulloch , incorporating McCulloch’s method for levy flight generation in Cuckoo Search (CS) algorithm) is introduced. CS is a meta-heuristic optimization algorithm evolved mimicking the captivating reproduction policy of certain Cuckoo species developed by Yang and Deb (2009). CSMcCulloch algorithm is evaluated for segmenting gray/color images using Otsu’s method, Kapur entropy and Tsallis entropy as objective functions. Experimental results demonstrate the high performance of the proposed method for the segmentation of digital images (particularly satellite images).
*********************************************************************************************
This is a code for Segmenting Gray/RGB image using a modified Cuckoo Search algorithm (CSMcCulloch) tested with different objective functions.
CSMC_otsu.m : The function which can be run to view a sample result of segmenting a gray or RGB image using CS MCulloch algorithm with Otsu's between class variance as objective function
CSMC_kapur.m : The function which can be run to view a sample result of segmenting a gray or RGB image using CS MCulloch algorithm with Kapur's entropy as objective function
CSMC_tsallis.m : The function which can be run to view a sample result of segmenting a gray or RGB image using CS MCulloch algorithm with Tsallis entropy as objective function
*********************************************************************************************
Please refer to this paper for further information:Shilpa Sureshand Shyam Lal, "An Efficient Cuckoo Search Algorithm based Multilevel Thresholding for Segmentation of Satellite Images Using Different Objective Functions, Expert Systems with Applications, vol. 58, pp. 184-209, October 2016, Elsevier Publisher, Article DOI: 10.1016/j.eswa.2016.03.032.
Available online: http://www.sciencedirect.com/science/article/pii/S0957417416301348

引用格式

Shilpa Suresh (2024). Segmention of images using a modified Cuckoo Search (CSMcCulloch) algorithm (https://www.mathworks.com/matlabcentral/fileexchange/59249-segmention-of-images-using-a-modified-cuckoo-search-csmcculloch-algorithm), MATLAB Central File Exchange. 检索来源 .

MATLAB 版本兼容性
创建方式 R2015a
兼容任何版本
平台兼容性
Windows macOS Linux

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Modified Cuckoo Search Algorithm for Image segmentation/

版本 已发布 发行说明
1.0.0.0