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All Journal JURNAL HUTAN LESTARI Media Penelitian Pendidikan : Jurnal Penelitian dalam Bidang Pendidikan dan Pengajaran JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Jurnal Infomedia INTECOMS: Journal of Information Technology and Computer Science Computer Based Information System Journal JURNAL PENDIDIKAN TAMBUSAI Jurnal Mantik Jurnal Teknologi Dan Sistem Informasi Bisnis Zonasi: Jurnal Sistem Informasi JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Jurnal Teknimedia: Teknologi Informasi dan Multimedia Telcomatics Journal of General Education and Humanities Malcom: Indonesian Journal of Machine Learning and Computer Science IJOEM: Indonesian Journal of Elearning and Multimedia Conference on Business, Social Sciences and Technology (CoNeScINTech) Blantika : Multidisciplinary Journal Jurnal Medika: Medika JTKSI (Jurnal Teknologi Komputer dan Sistem Informasi)
Deli, Deli
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Journal : JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING

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Yolov12N: Implementation and Measuring an Ingredient-Detection Recipe App for Household Food-Waste Reduction Suwarno, Suwarno; Jackson, Jackson; Deli, Deli
JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Vol. 9 No. 2 (2026): Issues January 2026
Publisher : Universitas Medan Area

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31289/jite.v9i2.16494

Abstract

Household food waste remains pervasive, driven by suboptimal meal planning and the underuse of available ingredients, with particularly acute impacts in Indonesia. This study presents a mobile application using YOLOv12n for multi-ingredient detection that translates recognized items into actionable recipes, and it evaluates user acceptance through the Technology Acceptance Model. On this implementation, the detection module attains mAP at 0.5 of 0.579 and mAP from 0.5 to 0.95 of 0.331. This study implements a Flutter application with YOLOv12n multi-ingredient detection integrated with TheMealDB and observes 219 users. The instrument validity is established and reliability is strong. While, Structural Equation Modelling supports 3 hypotheses, meanwhile Perceived Usefulness to Behavior Intention is not significant, indicating an indirect pathway via attitude. In conclusion, the solution is feasible for daily use, and strengthening perceived usefulness and ease of use appears to be a promising route to increase adoption and help reduce household waste.
Co-Authors Adnas, Diny Anggraini Anaztasya, Azra Putri Andi Andi Andik Yulianto Angraini, Deffy Christian, Marvin Christine Dicky Wahyudi Gunawan, Arifin Faqih Hanita, Hanita Harahap, Andre Jonathan Hasan Ashari Oramahi Ikhlas, Junior Jackson Jackson, Jackson Jhon Carlie Juhari Juhari, Juhari Julyance, Zoey Kennedy, Kalon Kho, Jensen Leonardo, Kevin Lim, Julianto Wijaya Akoi M Idham, M Marbun, Ricky Yohannes Marlon, Richie Ningsih, Vivian Febri Oktavirgianti, Alifah Pratama, Jimmy Saputra, M. Abdilah Shunhaji, Akhmad Sibarani, Melda Siregar, Dian Maya Sari Suhardi Suhardi Suryadana, Anly Suwandi Suwandi Suwarno Suwarno Suwarno Syaidah, Khasnah Tony Wibowo, Tony Winda Agustina Yuniati Yuniati Zeng, Louis