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All Journal Jurnal Teknik Elektro Jurnal Inovasi Bisnis (Inovbiz) Jurnal Teknologi Informasi dan Pendidikan Jurnal Teknik Informatika (JUTIF) Almufi Jurnal Pengabdian kepada Masyarakat SinarFe7 eProceedings of Engineering Community Service Seminar and Community Engagement (COSECANT) Jurnal Nasional Sains dan Teknik
Iwan Iwut Tritoasmoro
Telkom University
Religion Humanities Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Social Sciences Other

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Journal : Jurnal Teknik Informatika (JUTIF)

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INDIVIDUAL IDENTIFICATION BY IRIS USING HISTOGRAM OF ORIENTED GRADIENT (HOG) AND BACKPROPAGATION NEURAL NETWORK Widya Alisya Kusuma Ningrum; Iwan Iwut Tritoasmoro; Sofia Saidah
Jurnal Teknik Informatika (Jutif) Vol. 4 No. 2 (2023): JUTIF Volume 4, Number 2, April 2023
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2023.4.2.558

Abstract

The eye’s iris biometrics is a type of biometric for individual identification that is more stable than other types of biometrics because a person's iris eye’s has a delicate fiber pattern and unique characteristics. Especially with the rapid development of the times, the need for identity recognition systems is also increasing. Introducing individuals in traditional ways is still less effective than biometric systems because, compared to conventional methods, biometric systems are safer and are not easily stolen, imitated, or accessed by any unauthorized person. In this research has been carried out by designing a simulation system for individual identification through iris eyes images using the Histogram of Oriented Gradien (HOG) method for image extraction. They were continued with classification using Artificial Neural Network (ANN) Backpropagation. The dataset used is primary data taken directly through smartphone cameras from 30 individuals.Based on the test results and analysis of the Histogram of Oriented Gradien method using an image size of 128×128 pixels, parameters of Cell Size 16×16 cells, Bins Numbers 12, Size Block 2×2 cells, L2-Hys normalization scheme, and JST backpropagation classification with Random state value 1, Learning Rates 0.001, Epoch 200, Hidden Layer 100 with the system's sigmoid activation function can produce a performance system with the most significant performance accuracy of 91.93% , using 1500 training data and 1500 iris eyes image test data.
Co-Authors Adrian Kurnia Dewantoro Adviatmadja, Sebastian Danny Agus Reza A.N Reza A.N Ahmad Mudhoffar Rabbani Ahmad Mudhoffar Rabbani Ahmad Mudhoffar Rabbani Alhafizh, Dzaki Anak Agung Gede Mahendra Kusuma Anindita Fitriani Apriza Arraminta Wulandari Arif Indra Irawan Arindaka, Hafizhan Bhamakerti Aris Setyo Raharjo Asyraf Fakhri Atiffan Ramadhiat Azella Nanda Yudri Azella Nanda Yudri Azella Nanda Yudri Bandiyah Sri Aprillia Begita Wahyuningtyas Denis Ramadana Dick Maryopi Dieny Rofiatul Mardiyah Eko Rahayu Eko Susatio Fadhel Ramadhan Febrina Yumiko Galuh Lintang Permatasari Gemilang Kurniawan Soejantono Hanif Chandra Mulya Hilman Fauzi, Hilman I Nyoman Apraz Ramatryana I Putu Hady Ambara Putra I Wayan Agus Sugiarsa Ihsan, Ahmad Izharul Inung Wijayanto Iqbal Muhammadin Irma Safitri Jangkung Raharjo Kevin Aglianry Kris Sujatmoko Kusuma Nindia Rizki Ledya Novamizanti Levy Olivia Nur Mahanani, Edo Lutfi Muh. Iqbal Iswanto Djamal Muhammad Fadhil Muhammad Harits Ibrahim Muhammad Raihan Muhammad Rizqi Rahmawan Muhammad Taufik Hidayat Mustikasari, Ira Muthia Saada Nimra , Fadhil Julian Nor Kumalasari Caecar Pratiwi Nur Andini Nur Ibrahim Purba Daru Kusuma Ratna Mayasari Ratnna Mayasari Reyhan Ivandhani Rezki Diar Amelia Ricky Hilmi Sudrajad Ridwan Ridwan Rita Purnamasari Rizka Maulida Aminah Satrio Ardhimasetyo Sevierda Raniprima SOFIA SAIDAH Suryo Adhi Wibowo Syamsul Rizal Tanjung, Najmi Aqilah Mamur Trisaputra , Andi Farhan Wahidin Wahidin Widya Alisya Kusuma Ningrum Wijayaning Bawono