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Dodi Setiawan
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Journal : Journal of Intelligent Decision Support System (IDSS)

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Application of nearest neighbor interpolation method and naïve bayes classifier for identification of bespectacled faces Setiawan, Dodi; Gunawan, Gunawan; Zaenul Arif
Journal of Intelligent Decision Support System (IDSS) Vol 7 No 1 (2024): March: Intelligent Decision Support System (IDSS)
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/idss.v7i1.213

Abstract

Facial identification has become necessary in the era of advanced technology, especially in security and human-computer interaction. However, accessories such as glasses often complicate the identification process. This research aims to develop a facial identification system that can recognize bespectacled individuals with high accuracy, overcoming the limitations of conventional facial recognition technology. The method combines nearest neighbor interpolation to improve image quality and Naïve Bayes classification to distinguish between bespectacled and non-spectacled faces. The results showed that the developed model effectively identified bespectacled subjects with a high recall rate, although accuracy and precision still needed improvement. The implications of this research are significant for the field of biometric security and facial recognition, offering new solutions for more inclusive and adaptive facial recognition systems and opening up opportunities for further research in method optimization and dataset quality improvement.
Co-Authors Abdillah, Krisna Rizki Agata Iwan Candra Agus Salim Al Ikhlas, Al Ikhlas Ali Ramatni Amara. L.F., Dwi Amir Mahmud Husein, Amir Mahmud Anasta I., Dipa Andayani, Kemas Vivi Andika Rahmad Kolose Sumangunsong Andre Agape Lumban Gaol Andreas Simatupang Andrew Johan Angga Bela Dinata Anggraeni, RR. Dewi Arief Wildan Bagio Bambang Santoso Dewi Karuniawati, Emilia Ayu Dhevita, Evi Dwi Lestary Erlangga Adnus Fatkunada, Nur Addin Fernanda Setiawan, Muhammad Rio Gultom, Minarni Anita Romaida Gunawan Gunawan Gusnidar, G Haryati Purba, Ruth Hendri Setyawan Intan Nurina Seftiniara Lambahada, Naba M.Cakra Bima Ma'rifat, Tria Dewi Melinda Yusri Rizki Miftakhul Huda Novita, Rian Oktasia Wulandari, Verien Pargito Pargito Putra, Guntur Febia Tyson Qhisthina Atikah Rian Setiawan Rukhmana, Trisna Safrika Santoso, Iman Teguh Septiawan, Doni Shela Aura Yasmin Sudjarwo Sudjarwo Sundoro Suta Ramadan Teuku Athaillah Zaenul Arif Zainudin Hasan Zulfi Diane Zaini