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All Journal Jurnal EECCIS Antivirus : Jurnal Ilmiah Teknik Informatika Jurnal Restikom : Riset Teknik Informatika dan Komputer Jurnal Informatika: Jurnal Pengembangan IT
Fitroh Amaluddin
Teknik Informatika, Fakultas Teknik, Universitas Ronggolawe Tuban
Computer Science & IT Engineering

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Journal : Jurnal EECCIS

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Klasifikasi Kendaraan Menggunakan Gaussian Mixture Model (GMM) dan Fuzzy Cluster K Means (FCM) Fitroh Amaluddin; M. Aziz Muslim; Agus Naba
Jurnal EECCIS Vol 9, No 1 (2015)
Publisher : Fakultas Teknik, Universitas Brawijaya

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Abstract

This paper describes how to record a moving object and save as new video files (* .avi), then filtering the moving objects (Vehicles) by using a Gaussian Mixture Model (GMM) with 2 types of distribution, i.e. Bacground and Foreground distribution. The shape of the foreground distribution is filtered by morphological operations and segmented by using Bit Large Object (BLOB) Segmentation to get the vehicle dimensions. Feature extraction results of these vehicles, will be used as data cluster for vehicles classification by using Fuzzy Cluster Means (FCM). Resulting experiments show good results with 91.3% of accuracy rate.Index Terms—GMM, BLOB, FCM, Classification.
Co-Authors Agus Naba Amaludin Arifia Aries Eko Prasetyo Arifia, Amaludin Asfan Muqtadir Haryoko, Andy M. Aziz Muslim Syamsul Arifin