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All Journal International Journal of Electrical and Computer Engineering Speed - Sentra Penelitian Engineering dan Edukasi Jurnal Teknologi Informasi dan Ilmu Komputer Telematika Proceedings Konferensi Nasional Sistem dan Informatika (KNS&I) JOIV : International Journal on Informatics Visualization Creative Information Technology Journal Jurnal Komtika (Komputasi dan Informatika) Jurnal Penelitian dan Pengabdian Kepada Masyarakat UNSIQ Informasi Interaktif Respati Jurnal Sistem Komputer & Kecerdasan Buatan Jurnal Perangkat Lunak Jurnal Informa: Jurnal Penelitian dan Pengabdian Masyarakat Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Jurnal Senopati : Sustainability, Ergonomics, Optimization, and Application of Industrial Engineering JTECS : Jurnal Sistem Telekomunikasi Elektronika Sistem Kontrol Power Sistem dan Komputer Jurnal Saintekom : Sains, Teknologi, Komputer dan Manajemen Jurnal Ekonomi dan Teknik Informatika Innovative: Journal Of Social Science Research Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Jurnal Komtika (Komputasi dan Informatika)
Hanif Al Fatta
Universitas Amikom Yogyakarta
Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Mathematics Mechanical Engineering Public Health Transportation Other

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Journal : International Journal of Electrical and Computer Engineering

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The effect of Gaussian filter and data preprocessing on the classification of Punakawan puppet images with the convolutional neural network algorithm Kusrini, Kusrini; Arif Yudianto, Muhammad Resa; Al Fatta, Hanif
International Journal of Electrical and Computer Engineering (IJECE) Vol 12, No 4: August 2022
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v12i4.pp3752-3761

Abstract

Nowadays, many algorithms are introduced, and some researchers focused their research on the utilization of convolutional neural network (CNN). CNN algorithm is equipped with various learning architectures, enabling researchers to choose the most effective architecture for classification. However, this research suggested that to increase the accuracy of the classification, preprocessing mechanism is another significant factor to be considered too. This study utilized Gaussian filter for preprocessing mechanism and VGG16 for learning architecture. The Gaussian filter was combined with different preprocessing mechanism applied on the selected dataset, and the measurement of the accuracy as the result of the utilization of the VGG16 learning architecture was acquired. The study found that the utilization of using contrast limited adaptive histogram equalization (CLAHE) + red green blue (RGB) + Gaussian filter and thresholding images showed the highest accuracy, 98.75%. Furthermore, another significant finding is that the Gaussian filter was able to increase the accuracy on RGB images, however the accuracy decreased for green channel images. Finally, the use of CLAHE for dataset preprocessing increased the accuracy dealing with the green channel images.
Co-Authors AA Sudharmawan, AA Abidarin Rosidi Agustin, Tinuk Anas, Syukron Andi Sunyoto Anggraini, Resti Kusuma Arief Setyanto Bambang Soedijono, Bambang Barnea, Samson Barnea, Samson Bayu Setiaji Christian Budi Andrianto, Christian Budi Darmanto Darmanto Ema Utami Eri Sasmita Susanto Faisal Reza Pradhana Fauji Maulana Ramlan, Fauji Maulana Fitriana, Frizka Gori, Takhamo Hasan, Nur Fitrianingsih Hidayat Hidayat I Gede Ngurah Arya Indrayasa Imam Adi Nata Kristama, El Johan Kurniasari, Iin Kusrini Kusrini Kusrini, K Kusrini, Kusrini Kusrini, Kusrini M. Suyanto, M. Maksom, Zulisman Mohammad Suyanto Muhammad Resa Arif Yudianto NABILA OPER Nurmasani, Atik Pradipta, Dody Purwidiantoro, Moch. Hari Purwoko, Agus Rahman, Aulia Tegar Risa Helilintar Safagi, Ardian Yuligar Saifudin, Saifudin Saputra, Artha Gilang Saputra, Artha Gilang Setiawan, Hendi Siti Rihastuti Sugihandono, Agus Sutanto, Yudi Suyanto, M Suyanto, M Tri Nugroho, Arief Tukan, Ewaldus Ambrosius Wijaya, Tri Amri Wira Dimuksa Zakaria, Mohd Hafiz