A HYBRID RECOGNITION METHOD THROUGH VIDEO SURVEILLANCE USING COMBINED HARRIS-EDGE
DOI:
https://doi.org/10.33857/patj.v2i1.131Keywords:
Intelligent Transportation System (ITS), vehicles’ detection, interest point, Harris, Edge Prewitt, HOG, SVMAbstract
This paper discuss Intelligent Transportation System (ITS) which is incorporated with computer vision techniques in recognition of vehicles for typical fast growth cities in development countries. Two algorithm are combined i.e. Harris and Edge Prewitt to increase accuration of vehicles’ detection. Verification is conducted using Support Vector Machine (SVM) and Histograms of Oriented Gradiens (HOG) as its descriptor. Six pieces of experimental videos from a wide variety of road conditions are used for processing. It shows that percentage average for sensitivity is 75.73%, specificity 90.1% precision 56.0% and with accuration of 77.73%.
References
Ismiyati, “Mobilitas Transportasi Dikaitkan Dengan Pemilihan Tempat Tinggal Di Kawasan Pinggiran Kota Semarang Ujian Promosi Doktor,” Disertasi, Program Doktor Teknik Arsitektur dan Perkotaan Program Pascasarjana Universitas Diponegoro, Semarang, 2011.
Peraturan Pemerintah Republik Indonesia, Manajemen Dan Rekayasa, Analisis Dampak, Serta Manajemen Kebutuhan Lalu Lintas. 2011.
A. Syukri, “Studi Volume Lalu Lintas Di Jalan Raya Narogong Cileungsi, Kabupaten Bogor, Periode Agustus 2011,” Majalah Ilmiah Widya Kopertis Wilayah 3, 2013.
J. Sochor, “Fully Automated Real-Time Vehicles Detection and Tracking with Lanes Analysis,” in Proceedings of CESCG 2014, 2014, pp. 59--66.
A. Achmad, “Gaussian Mixture Models optimization for counting the numbers of vehicle by adjusting the Region of Interest under heavy traffic condition,” in 2015 International Seminar on Intelligent Technology and Its Applications (ISITIA), 2015, pp. 245—250.
D. Djamaluddin, T. Indrabulan, Andani, Indrabayu, and S. W. Sidehabi, “The simulation of vehicle counting system for traffic surveillance using Viola Jones method,” in Proceeding - 2014 Makassar International Conference on Electrical Engineering and Informatics, MICEEI 2014, 2014.
Z. Khalid, A. Mazoul, and M. El Ansari, “A new vehicle detection method,” Int. J. Adv. Comput. Sci. Appl., vol. 1, no. 3, 2011.
D. Frolova and D. Simakov, “Matching with Invariant Features,” 2004.
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