Open access Jurnal SINTA 1
Image multi-level-thresholding with Mayfly optimization
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 11 No. 6 (2021)
- ISSN
- 2722-2578, 2088-8708
- Published
- 2021-12-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
Image thresholding is a well approved pre-processing methodology and enhancing the image information based on a chosen threshold is always preferred. This research implements the mayfly optimization algorithm (MOA) based image multi-level-thresholding on a class of benchmark images of dimension 512x512x1. The MOA is a novel methodology with the algorithm phases, such as; i) Initialization, ii) Exploration with male-mayfly (MM), iii) Exploration with female-mayfly (FM), iv) Offspring generation and, v) Termination. This algorithm implements a strict two-step search procedure, in which every Mayfly is forced to attain the global best solution. The proposed research considers the threshold value from 2 to 5 and the superiority of the result is confirmed by computing the essential Image quality measures (IQM). The performance of MOA is also compared and validated against the other procedures, such as particle-swarm-optimization (PSO), bacterial foraging optimization (BFO), firefly-algorithm (FA), bat algorithm (BA), cuckoo search (CS) and moth-flame optimization (MFO) and the attained p-value of Wilcoxon rank test confirmed the superiority of the MOA compared with other algorithms considered in this work
Collaboration network of the authors
27 authors · 75 co-authorship links · 39 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Vignan's Foundation for Science, Technology & Research
- Soonchunhyang University
- Hindustan Institute of Technology and Science
- Higher Colleges of Technology
- Al-Mustaqbal University
- Beirut Arab University
- St. Joseph’s College of Engineering
- Other organisations
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Yunyoung Nam | Soonchunhyang University | 5 |
| Lakshmana Kumar Ramasamy | Hindustan Institute of Technology and Science | 4 |
| Firoz Khan | Higher Colleges of Technology | 4 |
| Maytham N. Meqdad | Al-Mustaqbal University | 4 |
| R. Lakshmana Kumar | Hindustan Institute of Technology and Science | 2 |
| A. Saravanan | Affiliation unknown | 1 |
| S. Sathya Bama | Affiliation unknown | 1 |
| Mohammed Zuhair Al-Taie | University of Technology Malaysia | 1 |
| Joel Pinho Lucas | Affiliation unknown | 1 |
| Jinesh Ahamed | Higher Colleges of Technology | 1 |
| P. Chandana | Vignan's Foundation for Science, Technology & Research | 1 |
| G S Pradeep Ghantasala | Affiliation unknown | 1 |
| J. R. V. Jeny | Vignan's Foundation for Science, Technology & Research | 1 |
| Kaushik Sekaran | Vignan's Foundation for Science, Technology & Research | 1 |
| N. Deepika | Vignan's Foundation for Science, Technology & Research | 1 |
| Saif O. Husain | Iraqi University | 1 |
| Alyaa Mohammed Jawad | Al-Mustaqbal University | 1 |
| Ahlam R. Khekan | University of Information Technology and Communications | 1 |
| Ganesh Chandrasekaran | Sri Eshwar College of Engineering | 1 |
| M. Kalpana Chowdary | Affiliation unknown | 1 |
| Jyothi Chinna Babu | Affiliation unknown | 1 |
| Ajmeera Kiran | Affiliation unknown | 1 |
| Kotthuru Anil Kumar | Affiliation unknown | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.