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Journal : Journal of Robotics and Control (JRC)

Computer Vision for Food Nutrition Assessment: A Bibliometric Analysis and Technical Review Purwati, Nani; Isnanto, R. Rizal; Kartasurya, Martha Irene
Journal of Robotics and Control (JRC) Vol. 6 No. 5 (2025)
Publisher : Universitas Muhammadiyah Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18196/jrc.v6i5.27525

Abstract

This study examines the latest trends, challenges, and advances in food image segmentation and computer vision-based nutritional analysis. Traditional nutritional assessment methods such as food diaries and questionnaires are limited by their reliance on participant recall and manual processing, which reduces their accuracy and efficiency. As an alternative, advances in machine learning and deep learning have shown potential in automating food identification and estimating nutrient content, such as calories, protein, carbohydrates, and fat. This study was conducted through bibliometric analysis and technical review of publications from the Scopus database, using a structured search strategy and applying inclusion and exclusion criteria. Articles were selected based on topic relevance, use of machine learning or deep learning methods, publication in English, and publication between 2020 and 2024. The review identified key research trends, key contributors, popular methods such as CNN and YOLO, and the most frequently reported limitations, including lack of dataset diversity, inaccuracy in food volume estimation, and the need for real-time integrated systems. These limitations were analyzed based on the methodology and findings of the reviewed studies. This review is expected to be a comprehensive reference for researchers and practitioners in developing food image segmentation technology for more accurate and applicable nutritional assessment.
Co-Authors A.A. Ketut Agung Cahyawan W Achadi Nugraheni, Sri Adi, Matheus Sakundarno Adiba, Cholida Adriana Egam Adzika, Alda Alfi Fairuz Asna Ali Rosidi Ana Puji Astuti Andika Rikarno Putra Andini Aridewi Angela Astrid Pramesti, Angela Astrid ANGELINE DEWI SUHENDRO Anggriani Septiana Ani Margawati Ani Margawati Anies Anies Anies Anies Anisatul Khofidzoh Anna Mieke Anneke Suparwati Anneke Suparwati Antono Surjoputro Apoina Kartini Apoina Kartini Kartini Ardiati Setianingsih Ari Suwondo Ariawan Soejoenoes Arie Nugroho, Arie Ariyanti, Lilik Arulita Ika Fibriana Asif Yuliati Astri Praba Shinta Atik Mawarni Awanis Farisa Setyarahma Ayesha, Rebecca Ayun Sriatmi Bagoes Widjanarko Banundari Rahmawati Bintari Fajar Kurnianingtyas Budhi Setianto Cahya Tri Purnami Cahya Tri Purnami Choirun Nissa Choirun Nissa Cholida Adiba Daniati Ristia Ayu, Daniati Ristia Desy Kustiyanti Dewi Susilowati Dewi, Aulia Ulfah Mutiara Dewi, Ria Risti Komala Dharmawan, Ligar Tresna Dharminto Dharminto Diah Krisnansari Diah Retno Wahyuningrum Dian Fajriyah Pangestika Dian Isti Cahyani Dian Ratna Sawitri Dina Mila Aulia Dina Rahayuning Pangestuti, Dina Djauharoh A. Hadie Djoko Tri Hadi Lukmono Dodik Pramukarso Dwi Indah Iswanti Dwi Pudjonarko Dwi Sutiningsih Dyah Umiyarni Purnamasari Eko Wigiantoro Emy Shinta Dewi Endah Purwaningsih Endang Mahati Endang Purwaningsih Erni Yuliastuti Etika Ratna Noer Farid Agushybana Farid Farid Agushybana Faridah Faridah Farinisa, Aliva Nabila FILLAH FITHRA DIENNY Fillah Fithra Dieny Firman Firman Hagnyonowati Hagnyonowati Hana Sofia Anugraheni Hanifa Maher Denny, Hanifa Maher Hanik Machfudloh Hanin Imtinan Alwina Hapsari, Rani Ayu Hardhono Susanto Hardhono Susanto Hardhono Susanto Harima M Hayuningsih, Akmaliya Henry Setyawan Henry Setyawan Susanto Henry Setyawan Susanto Hernayanti, Munica Rita Hertanto Wahyu Subagio Hijra Hijra, Hijra Hikma Hikma Hilaria Dita Regi Indarwati, Novi Indarwati, Novi Indra Gunawan Intan Pratama Ismisari, Melly Adya Janet Pandora Jauhanita, Denisa Jauharany, Firdananda Fikri Jayawarsa, A.A. Ketut Joni Periade Judiono Judiono Julia Pertiwi Julia Pertiwi, Julia Jumianti Lestari Thamrin Karina Marcelia, Karina Kartika Nuraini Kasriatun Kasriatun Kis Djamiatun Kudarti Kudarti Kurnia Purwandini Kusmiyati kusmiyati Kusmiyati Kusmiyati Kusmiyati Tjahjono Kusmiyati Tjahjono Kusumastuti, K Lailil Masruron Laksmi Widajanti Laksmi Widajanti Layli, Alvia Nur Lazendra, Arien Delfi Lela Hartini Lia Gustri Maulisazen Basuki Lucia Ratna Kartika Wulan Lucia Ratna Kartika Wulan Lucia Ratna Kartika Wulan, Lucia Ratna Kartika Lukmono, Djoko Tri Hadi M. Zen Rahfiluddin Mahalul Azam Majida, Lia Awwalia Manurung, Togar Hasudungan Marantina Diska Widayani, Marantina Diska Maria Mexitalia Maria Yensiska Siahaan Martini Martini Mateus Sakundarno Mateus Sakundarno Adi, Mateus Sakundarno Matheus Sakundarno Adi Mohammad Z. Rahfiludin Mohammad Zen Rahfiludin Morse, Avery Muchlis Achsan Udji Sofro mufakhhir, Abdulaziez Muhamad Nur Aini Munica Rita Hernayanti Mutiara Dewi, Aulia Ulfah Nadia Hapsari Oktarina Naluri Widyaningsih Syamsiedi Nani Purwati Nico L. Kana Niken Puruhita Ninik Dwi Ambarwati Noer, Etika Noor Pramono Noor Pramono Novi Kardyanti Nugroho P, Priyadi Nunuk Sri Lestari Nurhidayanti, Sitti Nuridzin, Dion Zein Nurjazuli Nurjazuli Nyoman Suci Widyastiti Pamungkas, Motris Paramesti, Hayu Retno Patemah Patemah, Patemah Pujo Semedi Pusaka, Semerdanta Putri Lili Heldawati Putri Sriwulandari Pangestika Putri, Ligar Tresna Darmawan Qusna Nur Anisa R. Rizal Isnanto RA Kisdjamiatun RMD, RA Kisdjamiatun Rahayu Widaryanti Rahfiludin , Mohammad Zen Rahmah, Farida Noor Rani Ayu Hapsari Ratmawati Ratmawati Ratnawati Ratnawati Reni Yuli Astutik Retnaningsih Retnaningsih Retnaningsih Retnaningsih Retno Murwani Retno Widyaningsih, Retno Retno Wulandari Revi Rosavika Kinansi Revi Rosavika Kinansi Rhisma Nasita Sianti Riezky Aulia Yulandani Rifatul Masrikhiyah Rika Andriani Rimbun Situmorang Riny Henderawaty Riski, Finia Rismayanti Rismayanti Rita Sariani Saragih Riva Mustika Anugrah Rizka Dwiyovita Rohani Retnauli Simanjuntak Rohma Yuanita Roifatun Nisa Ronny Aruben Rr. Sri Ratna Rahayu Selamat Budijitno Sentha Kusuma PJ Septo Pawelas Arso Sianti, Rhisma Nasita Silitonga, Steward Febrianto Silvia Etika Sari Simamora, Deborah Siti Fatimah Siti Fatimah Siti Fatimah Muis Siti Fatimah Pradigdo Siti Fatimah-Muis, Siti Siti Nurul Huda Siti Syofiatul Rohmah Siva Candra Rukmana Solichati Solichati Sri Achadi Nugraheni SRI RAHAYU Sri Rulihari Sri Winarni Stephani Nesya Renamastika Sugeng Maryanto Suhartono Suhartono, Suhartono SULISTIYANI SULISTIYANI Sulistiyani Sulistiyani Susanti Lestari Susi Herawati Susilani, Amalina Tri Sutopo Patria Jati Suyatno Suyatno Suyatno Suyatno Suyatno Suyatno Syamsulhuda BM Teguh Ady Nur Cahyo, Teguh Ady Teguh Akbar Budiana Teungku Nih Farisni Thamrin, Jumianti Lestari Thijs Eijsvogels Tjahjono Kuntjoro Togar Hasudungan Manurung Togar Hasudungan Manurung Tresna Darmawan Putri, Ligar Tri Wardhani, Ria Triana Widiastuti Udin Bahrudin Udin Bahrudin, Udin Umaroh Umaroh, Umaroh Ustriyaningsih, Ustriyaningsih Vinna Audinni Putri Warih Respitowati Wati, Erna K. Wellina, Wiwien Fitrie Wening Widjajanti Wening Widjajanti Winda Meirina Yade Kurnia Yasin, Yade Kurnia Yasi Anggasari Yohanes Mario Vianney Yudhy Dharmawan Yuni Atika Sari Yurizka, Berta Zaenab Ismail Zaenal Amirudin Zahroh Shaluhiyah