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All Journal JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Prosiding National Conference for Community Service Project Conference on Business, Social Sciences and Technology (CoNeScINTech) JIM: Jurnal Ilmiah Mahasiswa Pendidikan Sejarah Jurnal Akuntansi, Ekonomi dan Manajemen Bisnis
Jackson Jackson
Universitas Internasional Batam
Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Engineering Environmental Science Social Sciences

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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 Adi Neka Fatyandri Aditya Sabil Pratama Niza Andrian Andrian Angelica Laura Loren Angelin Angelin Angelin Putri Wanda Anita Anita Ari Sandy Benedicte Hartono* Carol Carol Celvin Celvin Christian, Natalis Deli Deli Eryc Eryc Fahlevi, Renza Fakhri Alfitra Febby Anggellya Febe Glorya Nainggolan Figo Winnerko Fiona Livianti Grace Jovial Marcella Hery Haryanto Irgi Prayoga Jason Jason Jecelyn Jecelyn Jennifer Jennifer Jhon Lim Jhony Susanto Jibril Febrianto Fardiman Johanes Prawira Julianto Wijaya Akoi Lim Kelly Lim Leil Badrah Zakti Leo Fernando Lisa Angelia Melisa Melisa Muhamad Tuffail Algausy Muhammad Ardiansyah Muhammad Jufri Nicholas Sunaidi Oda I.B. Herryanto Prasetyo, Stefanus Eko Putri Nabila Az-Zahra' Randy Setiawan Rendi Suriadi Rio Putra Roger Candra Wijaya Santikawati Santikawati Sentoso, Antony Setiawan Setiawan Shelly LIm Shelly Rosalina Shermay Shermay Sihombing, Dame Afrina Siska Morales Suwarno Liang Tedia Sari Tommy Frank Gultom Vellia Licca Veronica Oktavia Vina Sonata Vina Sonata Vincent Su Vivian Carolina Wa Ode Sumartini William Lim Winna Angelina Yati Yati