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All Journal Jurnal Gizi dan Pangan Jurnal Teknologi Dan Industri Pangan Bulletin of Electrical Engineering and Informatics Journal of Consumer Science Jurnal Media Gizi Indonesia (MGI) JOURNAL OF HEALTHCARE TECHNOLOGY AND MEDICINE Nutri-Sains: Jurnal Gizi, Pangan dan Aplikasinya Jurnal Penelitian Pendidikan IPA (JPPIPA) Jurnal Gizi dan Dietetik Indonesia (Indonesian Journal of Nutrition and Dietetics) AcTion: Aceh Nutrition Journal Journal of Education, Humaniora and Social Sciences (JEHSS) Jurnal Bidang Ilmu Kesehatan Poltekita : Jurnal Ilmu Kesehatan Jurnal Ilmiah PANNMED (Pharmacist, Analyst, Nurse, Nutrition, Midwivery, Environment, Dentist) Jurnal Prima Medika Sains Jurnal Aisyah : Jurnal Ilmu Kesehatan Jurnal Health Sains Devotion: Journal of Research and Community Service Media Publikasi Promosi Kesehatan Indonesia (MPPKI) Jurnal Pusat Inovasi Masyarakat Journal of Health and Nutrition Research Jurnal Ilmu Gizi dan Dietetik Excellence Promotor: Jurnal Mahasiswa Kesehatan Masyarakat Journal of Innovative and Creativity
Nasution, Zuraidah
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Agriculture, Biological Sciences & Forestry Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Dentistry Education Electrical & Electronics Engineering Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Veterinary Other

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Journal : Bulletin of Electrical Engineering and Informatics

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Performance comparison of state-of-the-art deep learning model architectures in Indonesian food image classification Rasyidi, Mohammad Arif; Mardhiyyah, Yunita Siti; Nasution, Zuraidah; Wijaya, Christofora Hanny
Bulletin of Electrical Engineering and Informatics Vol 13, No 5: October 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v13i5.7996

Abstract

Food image recognition is essential for developing an elderly-friendly daily food recording application in Indonesia. However, existing datasets and models are limited and do not cover the diversity and complexity of Indonesian food. In this paper, we present a new dataset of 24,427 images of 160 types of Indonesian food with higher variety and quality than previous datasets. We also train and compare the performance of 67 models based on 16 state-of-the-art deep learning architectures on this dataset. We find that efficientnet_v2_l provides the best accuracy of 85.44%, followed by other models such as convnext_large and swin_s. We also discuss the trade-off between model size and performance, as well as the challenges and limitations of food image classification. Our dataset and models can serve as a basis for developing a user-friendly and accurate food recording application for the elderly population in Indonesia.
Co-Authors Abdurrahman, Naufal Hafiz Aida Fitria Aini, Mayang Nur Amirah, Asriwati Anisa Amalia Anisah, Iis Anna Vipta Resti Mauludyani Annisa, Risva Fadhilah Anto Anto, Anto Arifin, Egi Barnas Armenia Eka Putriana Bohari Bohari Budi Setiawan C Hanny Wijaya Cantika, Aulia Dwi Dian Lestari Maizs Duma Jerriyah Harahap Dwicahyu, Ade Indah Egayanti, Yusra Ekayanti , Ikeu Ekowati Handharyani Eny Palupi Erwany, Lela Eva Susanti Evi Irianti Evy Damayanthi Fajriaty, Deannisa Firza, Ahmad Ginta Siahaan Hadi Riyadi Hafni, Seri Hanna Sriyanti Saragih Herlinawati Hubairoh, Hubairoh Ida Nurhayati Ida Nurhayati Ika Susanti Ikeu Ekayanti Irianti, Evi J. Hadi, Anto J. Hadi, Anto Jitasari Tarigan Khaerul Fadly Kharisma Tamimi Liza Wahyuni Liza Wahyuni, Liza Lutfiani, Rizka MADE ASTAWAN MAHDIAH Mahdiah Mahdiah Mappeaty Nyorong Mardhiyyah, Yunita Siti Mira Dewi Muhammad Aries Muhammad, Iman Nadzifatussya'diyah, Nadzifatussya'diyah Nadzifatussya’diyah Nasir, Syifa Qolbiyah Nasution, Ramadhani Syafitri Nazilla, Erla Maybi Ngena Ria Ni Ketut Sutiari Noris, Putri Syahrani Roma Noviana, Astrid Nurjannah Nurjannah Nurnahayati, Cut Prihatini, Syafrina Puspo Edi Giriwono Putri, Adinda Sekar Damar Rachmawati Rajuwi, Seftianti Rapida Saragih Rasyidi, Mohammad Arif Ratna Zahara Reisi Nurdiani, Reisi Riana, Nidya Ulfah Riantika, Herpina Rimbawan , Rini Widyastuti Rosliani, Rosliani Safira AS, Zahra Safitri, Indira Nur Salsabila, Dhea Marliana Samsider Sitorus Sari, Donna Permata Sari, Eny Kurnia Sari, Syafriani Tio Sibero, Jitasari Tarigan Sinaga, Mayasari Sinurat, Mei Oktavia Sri Anna Marliyati SUROYO, RAZIA BEGUM Sutrisna, Aang Tambunan, Ruth Diana Taruli Asi Tarigan, Jitasari Tetty Herta Doloksaribu Wibisono, Himawan Haryo Willyanti, Wardah Wulan, Mayang Y. Fau, Sumardiani Yuniati Yuniati Zulhaida Lubis