The implementation of memetic algorithm on image: a survey

Priati Assiroj, Harco Leslie Hendric Spits Warnars, Edi Abdurachman, Achmad Imam Kistijantoro, Antoine Doucet

Abstract


The growth of information technology is equal to the use of the algorithm. One of the most well-known algorithms is Memetic Algorithm (MA). MA is a part of the evolutionary algorithm and has been implemented on the most complex computational challenges. MA could be implemented in any field of research such as optimization, scheduling, prediction, image processing, image recognition, and many more. However, this research concerns the survey on the implementation of MA in image classification, image processing, and image recognition to find how many works are conducted related to MA and image. In this work, we use the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-analysis) method to survey another research about the implementation of MA, specifically on the image. The purpose of this survey is to determine the extent of the implementation of MA in image data. Finally, we found each 1 paper uses MA for image retrieval, 12 papers use MA for image processing and 18 papers use MA for image recognition and 2 papers use MA for image classification.

Full Text: PDF

Published: 2021-08-19

How to Cite this Article:

Priati Assiroj, Harco Leslie Hendric Spits Warnars, Edi Abdurachman, Achmad Imam Kistijantoro, Antoine Doucet, The implementation of memetic algorithm on image: a survey, J. Math. Comput. Sci., 11 (2021), 6872-6896

Copyright © 2021 Priati Assiroj, Harco Leslie Hendric Spits Warnars, Edi Abdurachman, Achmad Imam Kistijantoro, Antoine Doucet. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

 

Copyright ©2022 JMCS