TELKOMNIKA Telecommunication, Computing, Electronics and Contro
l A modified symmetric local binary pattern for image features extraction
Dublin Core
Title
TELKOMNIKA Telecommunication, Computing, Electronics and Contro
l A modified symmetric local binary pattern for image features extraction
l A modified symmetric local binary pattern for image features extraction
Subject
CSLBP, Extraction time, Image features, Image rotation, LBP, MSLBP
Description
The process of identifying images and patterns is one of the most important processes of digital image processing, which is used in many applications such as fingerprint recognition, face recognition and pattern recognition. Due to the large size of the image, the process of identifying the image requires a great time, which in turn leads us to extract some characteristics of the magnitude of the volume, which can be used as an identifier to retrieve the image or recognize it and thus we have devoted a lot of time to identify the image. In this research paper, a modified symmetric local binary pattern (MSLBP) method was proposed to extract texture features. The proposed algorithm was implemented on many digital fingerprint’s images and the local structure features of these images were obtained. Several image recognition experiments are conducted on these features and compared with other algorithms. The results of the proposed algorithm showed that the digital image was represented in a very small size and furthermore the speed and accuracy of image recognition based on the proposed method was increased significantly. Unlike the methods based on LBP, the proposed method gives the same features of the image even if the image was rotated
with any angle.
with any angle.
Creator
Majed O. Dwairi
Source
DOI: 10.12928/TELKOMNIKA.v18i3.14256
Publisher
Universitas Ahmad Dahlan
Date
June 2020
Contributor
Sri Wahyuni
Rights
ISSN: 1693-6930
Relation
http://journal.uad.ac.id/index.php/TELKOMNIKA
Language
English
Coverage
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Files
Collection
Citation
Majed O. Dwairi, “TELKOMNIKA Telecommunication, Computing, Electronics and Contro
l A modified symmetric local binary pattern for image features extraction,” Repository Horizon University Indonesia, accessed April 4, 2025, https://repository.horizon.ac.id/items/show/3813.
l A modified symmetric local binary pattern for image features extraction,” Repository Horizon University Indonesia, accessed April 4, 2025, https://repository.horizon.ac.id/items/show/3813.