Open access Jurnal SINTA 1
Fish classification using extraction of appropriate feature set
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 12 No. 3 (2022)
- ISSN
- 2722-2578, 2088-8708
- Published
- 2022-06-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
The field of wild fish classification faces many challenges such as the amount of training data, pose variation and uncontrolled environmental settings. This research work introduces a hybrid genetic algorithm (GA) that integrates the simulated annealing (SA) algorithm with a back-propagation algorithm (GSB classifier) to make the classification process. The algorithm is based on determining the suitable set of extracted features using color signature and color texture features as well as shape features. Four main classes of fish images have been classified, namely, food, garden, poison, and predatory. The proposed GSB classifier has been tested using 24 fish families with different species in each. Compared to the back-propagation (BP) algorithm, the proposed classifier has achieved a rate of 87.7% while the elder rate is 82.9%.
Collaboration network of the authors
30 authors · 196 co-authorship links · 56 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
- Jerash University
- Amman Arab University
- Gulf Medical University
- 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 |
|---|---|---|
| Mutasem K. Alsmadi | Imam Abdulrahman Bin Faisal University | 6 |
| Hayat Alfagham | Imam Abdulrahman Bin Faisal University | 4 |
| Ibrahim Almarashdeh | Imam Abdulrahman Bin Faisal University | 3 |
| Jehad Saad Alqurni | Imam Abdulrahman Bin Faisal University | 3 |
| Ghaith M. Jaradat | Amman Arab University | 3 |
| Mohammed Fahed Tayfour | Imam Abdulrahman Bin Faisal University | 2 |
| Raed Ali Alkhasawneh | Imam Abdulrahman Bin Faisal University | 2 |
| Firas Haddad | Imam Abdulrahman Bin Faisal University | 2 |
| Malek Alzaqebah | Imam Abdulrahman Bin Faisal University | 2 |
| Sana Jawarneh | Imam Abdulrahman Bin Faisal University | 2 |
| Fahad AlGhamdi | Imam Abdulrahman Bin Faisal University | 2 |
| Tamer Farag | Imam Abdulrahman Bin Faisal University | 1 |
| Walaa Hassan | Imam Abdulrahman Bin Faisal University | 1 |
| Eman A. E. Ahmed | Imam Abdulrahman Bin Faisal University | 1 |
| Lubna Mahmoud Abdel Jawad | Gulf Medical University | 1 |
| Muneerah Alshabanah | Imam Abdulrahman Bin Faisal University | 1 |
| Daniah Alrajhi | Imam Abdulrahman Bin Faisal University | 1 |
| Hanouf Alkhaldi | Imam Abdulrahman Bin Faisal University | 1 |
| Sami A. Abahussain | Imam Abdulrahman Bin Faisal University | 1 |
| Njoud Altuwaijri | Imam Abdulrahman Bin Faisal University | 1 |
| Hany Answer ShoShan | Imam Abdulrahman Bin Faisal University | 1 |
| Hayah Mohamed Abouelnaga | Imam Abdulrahman Bin Faisal University | 1 |
| Ahmed Baz Mohamed Metwally | Affiliation unknown | 1 |
| Mahmoud Al-Shugran | Jerash University | 1 |
| Ahmad Abu-Al-Aish | Jerash University | 1 |
| Majd AL Hawamdeh | Jerash University | 1 |
| Mutaz Falah Gharaibeh | Imam Abdulrahman Bin Faisal University | 1 |
| Tariq Alsallak | Amman Arab University | 1 |
| Latifa Abdullah Almusfar | Imam Abdulrahman Bin Faisal University | 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.