02 دی 1403
مهدي آزادي مطلق

مهدی آزادی مطلق

مرتبه علمی: استادیار
نشانی: دانشکده مهندسی جم - گروه مهندسی کامپیوتر (جم )
تحصیلات: دکترای تخصصی / رمزنگاری
تلفن: 077
دانشکده: دانشکده مهندسی جم

مشخصات پژوهش

عنوان Compressed Hexagonal Local Binary Pattern Using Cyclic Sets for Texture Description
نوع پژوهش مقالات در نشریات
کلیدواژه‌ها
Local binary pattern, Hexagonal lattice, Square to hexagonal image, Cyclic sets
مجله Iranian Journal of Science and Technology-Transactions of Electrical Engineering
شناسه DOI https://doi.org/10.1007/s40998-024-00776-0
پژوهشگران مهدی آزادی مطلق (نفر اول) ، صادق فدایی (نفر دوم) ، آرمین رشنو (نفر سوم)

چکیده

This paper presents a new coding pattern based on conventional LBP in hexagonal lattice using cyclic sets referred as compressed hexagonal local binary pattern (CHLBP). For this task, first, conditions of having a consecutive sequence of 1’s in patterns are investigated. Then, conventional LBP patterns are divided into three sets and then each set is mapped into a new set using cyclic set theorem. Finally, feature vector is defined based on new patterns. CHLBP has been evaluated on four datasets and compared with several state-of-the-art methods with respect to two criteria precision and recall. The best performance of CHLBP is achieved in ORL dataset with the precision of 89.51%. Also, CHLBP is by far the best method in KDEF dataset which improves the precision of the best previous method by 7%. Finally, from runtime and feature vector length point of view, CHLBP is the fastest method in all datasets.