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Estimasi Jumlah Buah Kelapa Sawit untuk Mendukung Manajemen Produksi Berbasis YOLOv5 TensorFlow Lite Muhammad Bintang; Rasyidah; Novi
JITSI : Jurnal Ilmiah Teknologi Sistem Informasi Vol 7 No 1 (2026)
Publisher : SOTVI - Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/jitsi.7.1.551

Abstract

This research aims to develop a mobile application capable of detecting and counting oil palm fruit bunches automatically using the YOLOv5 object detection method. The dataset used in this study consists of 226 images of oil palm fruit bunches collected directly from PT Eagle High Plantation located in East Kalimantan. The dataset was annotated using bounding box techniques and processed using Roboflow to perform data augmentation, increasing the dataset size to 856 images. The model training process was conducted using YOLOv5 to detect oil palm fruit bunches in images and produced a precision value of 0.859, recall of 0.673, mAP@0.5 of 0.767, and mAP@0.5:0.95 of 0.542. The trained model was then converted into TensorFlow Lite format and integrated into a mobile application developed using the Flutter framework. The system allows workers to capture images of oil palm fruit bunches and automatically calculate the number of detected objects directly on mobile devices without relying on server-based processing. Firebase services are also integrated for authentication, data storage, and verification by supervisors. The implementation of this system is expected to improve efficiency and transparency in recording oil palm harvest data.
Co-Authors Abd. Wahid Al Muna, Nuna Alde Alanda, Alde Aldio Yaspindo, Muhamad Aldo Erianda, Aldo Andrean, Rizky Anik Anekawati Arifin Zain, Arifin Aris Asraf Awang, Reykel Raflen Choiriyah Widyasari Damanik, Nurul Nazmi Daniel Happy Putra Efriyan Imantika Emdat Suprayitno Endang Sulistyarini Gultom Ernawati Fajar Setyawan Habibi, Khairul Hanifa Hannani Hasanah , Laylatul Hidayat, Arman Hidra Amnur Humaira, Humaira I Gede Sugiana Karaeng Inayati , Hosnu Irwan Syahputra, Irwan Jayawarsa, A.A. Ketut juniati Kartika Sari, Lia Khairuna Kurniawati, Sherly Laylatul Hasanah Liddiana, Azzah Linawati Maisura Maya Sari Mayasari , Ulfayani Mayasari, Ulfayani Muhammad Ali Rusdi Bedong Muhammad Bintang Mutia Mutia, Mutia Nahombang, Syntia Nasution, Rizki Amelia Nina Mekalungi Novi Rahmat Hidayat Rahmawati Riris Nurkholidah Rambe Rizqul Fauzy Rohan Ghaffaruddin, Muhammad Sabitillah, Lisa Sabrina, Sarah sari, Mutia Sipahutar, Lara Santi Hemat Siregar, Handayani Sitorus, Widya Astuti Sri Sumarni SUPRIYONO Suwarni Suwarni Syarifah Widya Ulfa tahyat, niva Ujung, Pajar Ainun Ulfayani Mayasari Wahed , Abd. Yarashima, Sylvia Yuhefizar Yuhefizar Zunan Azis