Open access Jurnal SINTA 1
Spatial information of fuzzy clustering based mean best artificial bee colony algorithm for phantom brain image segmentation
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 11 No. 5 (2021)
- ISSN
- 2722-2578, 2088-8708
- Published
- 2021-10-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
Fuzzy c-means algorithm (FCM) is among the most commonly used in the medical image segmentation process. Nevertheless, the traditional FCM clustering approach has been several weaknesses such as noise sensitivity and stuck in local optimum, due to FCM hasn’t able to consider the information of contextual. To solve FCM problems, this paper presented spatial information of fuzzy clustering-based mean best artificial bee colony algorithm, which is called SFCM-MeanABC. This proposed approach is used contextual information in the spatial fuzzy clustering algorithm to reduce sensitivity to noise and its used MeanABC capability of balancing between exploration and exploitation that is explore the positive and negative directions in search space to find the best solutions, which leads to avoiding stuck in a local optimum. The experiments are carried out on two kinds of brain images the Phantom MRI brain image with a different level of noise and simulated image. The performance of the SFCM-MeanABC approach shows promising results compared with SFCM-ABC and other stats of the arts.
Collaboration network of the authors
27 authors · 92 co-authorship links · 51 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Imam Abdulrahman Bin Faisal University
- Al-Balqa Applied University
- Universiti Malaysia Pahang Al-Sultan Abdullah
- Xiamen University Malaysia
- University of Dubai
- Jordan University of Science and Technology
- Saudi Electronic University
- 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 |
|---|---|---|
| Alaa A. Alomoush | Universiti Malaysia Pahang Al-Sultan Abdullah | 3 |
| Abdul Rahman A. Alsewari | Affiliation unknown | 3 |
| Kamal Z. Zamli | Universiti Malaysia Pahang Al-Sultan Abdullah | 3 |
| Mohammed Alswaitti | Xiamen University Malaysia | 3 |
| Liao Zihao | Xiamen University Malaysia | 3 |
| Mohammad Alauthman | Petra University | 2 |
| Mutasem K. Alsmadi | Imam Abdulrahman Bin Faisal University | 1 |
| Bashar Abedalmohdi Aldeeb | Affiliation unknown | 1 |
| Hanan Abdullah Alshehri | Imam Abdulrahman Bin Faisal University | 1 |
| Shahad Abdulaziz Dahdouh | Imam Abdulrahman Bin Faisal University | 1 |
| Basstaa Mohammad Alsubaie | Imam Abdulrahman Bin Faisal University | 1 |
| Afnan M. Alghamdi | Imam Abdulrahman Bin Faisal University | 1 |
| Moath Khaireddin Alkenani | Imam Abdulrahman Bin Faisal University | 1 |
| Amjad Gawanmeh | University of Dubai | 1 |
| Jamal Nazzal Al-Karaki | Zayed University | 1 |
| Ashraf S. Mashaleh | Al-Balqa Applied University | 1 |
| Noor Farizah Ibrahim | Universiti Sains Malaysia | 1 |
| Shadi Atalla | University of Dubai | 1 |
| Emad Al-Momani | Al Hussein Technical University | 1 |
| Ala'a Shatnawi | Jordan University of Science and Technology | 1 |
| Mohammad Almomani | Jordan University of Science and Technology | 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.