Arabic words recognition technique for pattern matching using SIFT, SURF and ORB
Image matching technique requires a robust and fast technique to be applicable in various application. This paper investigates which recognition technique suits better in matching an image of printed Arabic text. The recognition algorithm involves the conventional Scale-Invariant Feature Transfo...
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Universiti Teknikal Malaysia Melaka
2017
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my.iium.irep.603552018-05-18T01:11:12Z http://irep.iium.edu.my/60355/ Arabic words recognition technique for pattern matching using SIFT, SURF and ORB Mohd Zailani, Syarah Munirah Morshidi, Malik Arman Mohd Esa, Luqman Naim QA75 Electronic computers. Computer science QA76 Computer software Image matching technique requires a robust and fast technique to be applicable in various application. This paper investigates which recognition technique suits better in matching an image of printed Arabic text. The recognition algorithm involves the conventional Scale-Invariant Feature Transform (SIFT), Speeded Up Robust Features (SURF) and Oriented FAST and Rotated BRIEF (ORB). A parameters estimator of models algorithm is used to weed out the outlier point of matching images. The test demonstrates on the Arabic word images with the different angles, scales, and viewpoints. We evaluate the performance through analyzing the matching accuracy rate and computational time Universiti Teknikal Malaysia Melaka 2017-08-15 Article REM application/pdf en http://irep.iium.edu.my/60355/1/1570378451.pdf Mohd Zailani, Syarah Munirah and Morshidi, Malik Arman and Mohd Esa, Luqman Naim (2017) Arabic words recognition technique for pattern matching using SIFT, SURF and ORB. Journal of Telecommunication, Electronic and Computer Engineering. ISSN 2180-1843 (In Press) |
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QA75 Electronic computers. Computer science QA76 Computer software Mohd Zailani, Syarah Munirah Morshidi, Malik Arman Mohd Esa, Luqman Naim Arabic words recognition technique for pattern matching using SIFT, SURF and ORB |
description |
Image matching technique requires a robust and
fast technique to be applicable in various application. This paper
investigates which recognition technique suits better in matching
an image of printed Arabic text. The recognition algorithm
involves the conventional Scale-Invariant Feature Transform
(SIFT), Speeded Up Robust Features (SURF) and Oriented
FAST and Rotated BRIEF (ORB). A parameters estimator of
models algorithm is used to weed out the outlier point of
matching images. The test demonstrates on the Arabic word
images with the different angles, scales, and viewpoints. We
evaluate the performance through analyzing the matching
accuracy rate and computational time |
format |
Article |
author |
Mohd Zailani, Syarah Munirah Morshidi, Malik Arman Mohd Esa, Luqman Naim |
author_facet |
Mohd Zailani, Syarah Munirah Morshidi, Malik Arman Mohd Esa, Luqman Naim |
author_sort |
Mohd Zailani, Syarah Munirah |
title |
Arabic words recognition technique for pattern matching using SIFT, SURF and ORB |
title_short |
Arabic words recognition technique for pattern matching using SIFT, SURF and ORB |
title_full |
Arabic words recognition technique for pattern matching using SIFT, SURF and ORB |
title_fullStr |
Arabic words recognition technique for pattern matching using SIFT, SURF and ORB |
title_full_unstemmed |
Arabic words recognition technique for pattern matching using SIFT, SURF and ORB |
title_sort |
arabic words recognition technique for pattern matching using sift, surf and orb |
publisher |
Universiti Teknikal Malaysia Melaka |
publishDate |
2017 |
url |
http://irep.iium.edu.my/60355/1/1570378451.pdf http://irep.iium.edu.my/60355/ |
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1643615781264556032 |