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Anggyi Trisnawan Putra
Universitas Negeri Semarang
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Image classification of Human Face Shapes Using Convolutional Neural Network Xception Architecture with Transfer Learning Resta Adityatama; Anggyi Trisnawan Putra
Recursive Journal of Informatics Vol. 1 No. 2 (2023): September 2023
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/xnw7v590

Abstract

Abstract. The development of information technology in facial recognition is influenced by a faster and more accurate authentication system. This allows the computer system to identify a person's face. Purpose: Similar to fingerprints and the retina of the human eye, each person's face has a different shape and contour. Since it is known that the human face provides a lot of information, as well as topics that attract attention make it studied intensively. Methods/Study design/approach: Several studies examining information from human faces are facial recognition. One of the approaches used to recognize facial imagery is through the use of a Convolutional Neural Network (CNN). CNN is a method in the field of Deep Learning that can be used to recognize and classify objects in digital images. In this study, the method used to implement facial image classification is the Xception architecture CNN algorithm with a transfer learning approach. Result/Findings: The dataset used in this study was obtained from Kaggle, namely the Face Shape Dataset which contains 5000 data. After testing, an accuracy rate of 96.2% was obtained in the training process and 81.125% in the validation process. This study also uses new data to test the model that has been made, and the results show an accuracy rate of 85.1% in classifying facial imagery. Novelty/Originality/Value: Therefore, it can be said that the model created in this study has the ability to classify images of facial shapes Human Face Shapes Using Convolutional Neural Network Xception Architecture with Transfer Learning.
Co-Authors Adham Satria Firmansyah Adityatama, Resta Aji Purwinarko, Aji Alamsyah - Alexander, Taripar Matius Amaliyah, Tazkiyatun Aeni Arif Widiyatmoko, Arif Avi Budi Setiawan Bhekti Kumorowati, Bhekti Budi Astuti Budi Prasetiyo, Budi Cahya Wulandari Darmawan, Melissa Salma Deonisius Germandy Cahaya Putra Dewi Mustikaningtyas Emha, Zidney Ilma Fazaada Endang Sugiharti, Endang Hakim, M. Faris Al Hassan, Muhamad Sayuti Hery Sutarto Husodo, Martanto Setyo Ilham Insani, Muhammad Ilham Insani, Muhammad Luthfi Ilham Agus Pratama Martanto Setyo Husodo Much Aziz Muslim Muh. Sholeh Muh. Sholeh Muhammad Zaenal Muttaqin Munawar, Akhmad Norma Zuhrotul Hayati Priliani, Erlin Mega Priliani, Erlin Mega Putra, Deonisius Germandy Cahaya Rakainsa, Senda Kartika Ramadhan, Andika Enggal Resta Adityatama Riza Arifudin S.Pd. M Kes I Ketut Sudiana . Septian, Dinar Diaz Subhan Subhan Sugianto Sugianto Sutarti, Sri Sutarti, Sri uminar Vivi Wulandari Vivi Wulandari Wicaksana, Tania Widyastuti, Ariyani Yanuarto, Alfath Zaenal Abidin