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CREATION
Title : Fusion of BIFFOA and Adaptive Two-Phase Mutation for Helmetless Motorcyclist Detection
Author :

SUTIKNO (1) Prof. Drs. Agus Harjoko, M.Sc., Ph.D. (2) Afiahayati, S.Kom., M.Cs., Ph.D (3)
Date : 0 2022
Keyword : Motorcycle classification,helmetless head detection,BIFFOA,two-phase mutation algorithm Motorcycle classification,helmetless head detection,BIFFOA,two-phase mutation algorithm
Abstract : Road traffic injuries and deaths cause considerable economic losses to individuals, families, and nations as a whole. One of the strategies needed to curtail these fatalities is the surveillance of helmetless motorcyclists, which is carried out by developing an automatic detection system based on computer vision. Generally, this system consists of three subsystems, namely, moving object segmentation, motorcycle classification, and helmetless head detection. HOPG-LDB (Histogram of Oriented Phase and Gradient - Local Difference Binary) descriptor for this system produced good accuracy; however, it still has a drawback related to a large number of features. Based on these observations, this paper proposed an Adaptive Two-phase Mutation Binary Improved Fruit Fly Optimization Algorithm (ATMBIFFOA) to reduce the features. The ATMBIFFOA is a new feature selection algorithm that improved BIFFOA (Binary Improved Fruit Fly Optimization Algorithm) with an adaptive two-phase mutation algorithm. The BIFFOA produced good accuracy; however, weak in reducing feature dimension. The adaptive two-phase mutation algorithm was used to cover this weakness. The experiment results show that the proposed method can reduce the number of features and computation time effectively from BIFFOA. The proposed method produced motorcycle classification accuracy of 96.06% for the JSC1 dataset and 96.85% for the JSC2 dataset. As for helmetless head detection, the proposed method produced an average precision of 66.29% for the JSC1 dataset and 63.95% for the JSC2 dataset.
Group of Knowledge : Ilmu Komputer
Original Language : English
Level : Internasional
Status :
Published
Document
No Title Document Type Action
1 Paper_70-Fusion_of_BIFFOA_and_Adaptive_Two_Phase_Mutation.pdf
Document Type : Bukti Published
Bukti Published View
2 front-Computer Science Journals _ IJACSA _ Scopus Indexed Journal.pdf
Document Type : [PAK] Halaman Cover
[PAK] Halaman Cover View
3 editors-IJACSA Editors.pdf
Document Type : [PAK] Halaman Editorial
[PAK] Halaman Editorial View
4 IJACSA - BIFFOA Helmet detection-lengkap-PAK-low.pdf
Document Type : [PAK] Full Dokumen
[PAK] Full Dokumen View
5 toc-IJACSA Volume 13 Issue 1 - thesai_org.pdf
Document Type : [PAK] Daftar Isi
[PAK] Daftar Isi View
6 Fusion of BIFFOA and Adaptive Two-Phase Mutation for Helmetless Motorcyclist Detection.pdf
Document Type : [PAK] Full Dokumen
[PAK] Full Dokumen View
7 PEER REVIEW_ Agus Harjoko 10.pdf
Document Type : [PAK] Peer Review
[PAK] Peer Review View
8 SuratPernyataan-Afiahayati-Sutikno.pdf
Document Type : Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian)
Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian) View