Tuna fish image classification is an important part to sort out the type and quality of the tuna based upon the shape. The image of tuna should have good segmentation results before entering the classification stage. It has uneven lighting and complex texture resulting in inappropriate segmentation. This research proposed method of automatic determination seeded random walker in the watershed region for tuna image segmentation. Random walker is a noise-resistant segmentation method that requires two types of seeds defined by the user, the seed pixels for background and seed pixels for the object. We evaluated the proposed method on 30 images of tuna using relative foreground area error (RAE), misclassification error (ME), and modified Hausdroff distances (MHD) evaluation methods with values of 4.38%, 1.34% and 1.11%, respectively. This suggests that the seeded random walker method is more effective than exiting methods for tuna image segmentation.
Published by | Universitas Indonesia |
Journal Name | Jurnal Ilmu Komputer dan Informasi |
Contact Phone | - |
Contact Name | Qurrotin Ayunina |
Contact Email | qurrotinayunina@gmail.com |
Location | Kota depok, Jawa barat INDONESIA |
Website | JIKI| http://jiki.cs.ui.ac.id/index.php/jiki| |
ISSN | ISSN : 20887051, EISSN : 25029274, DOI : 10.21609, |
Core Subject | Science, |
Meta Subject | Computer Science & IT, |
Meta Desc | Jurnal Ilmu Komputer dan Informasi is a scientific journal in computer science and information containing the scientific literature on studies of pure and applied research in computer science and information and public review of the development of theory, method and applied sciences related to the subject. Jurnal Ilmu Komputer dan Informasi is published by Faculty of Computer Science Universitas Indonesia. Editors invite researchers, practitioners, and students to write scientific developments in fields related to computer science and information. Jurnal Ilmu Komputer dan Informasi is issued 2 (two) times a year in February and June. This journal contains research articles and scientific studies. It can be obtained directly through the Library of the Faculty of Computer Science Universitas Indonesia. |
Penulis | Abdullah, Moch Zawaruddin , Qomariah, Dinial Utami Nurul , Farosanti, Lafnidita , Arifin, Agus Zainal |
Publisher Article | Faculty of Computer Science - Universitas Indonesia |
Subtitle Article | Jurnal Ilmu Komputer dan Informasi Vol 11, No 1 (2018): Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information |
Scholar Google | http://scholar.google.com/scholar?q=%2Bintitle%3A&… |
View Article | https://jiki.cs.ui.ac.id/index… |
DOI | https://doi.org/10.21609/jiki.v11i1… |
DOI Number | DOI: 10.21609/jiki.v11i1.468 |
Download Article [1] | https://jiki.cs.ui.ac.id/index.php/jiki/… |
Download Article [2] | http://download.garuda.ristekdikti.go.id… |
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