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Journal : JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING

Classification of Oranges Based on Their Quality Using the YOLOv5 Algorithm muldayani, wahyu; Ali Rizal Chaidir; Sumardi; Dodi Setiabudi; Aabid Nabhaan
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.v9i2.16255

Abstract

Indonesia, as an agrarian country, has a wide variety of horticultural commodities, one of which is mandarin orange (Citrus reticulata). Post-harvest handling, particularly the sorting process based on fruit ripeness and defects, plays an important role in maintaining product quality and market value. However, manual sorting is considered inefficient because it is repetitive, highly dependent on operator subjectivity, and prone to inconsistency. Several studies report those manual methods can result in classification error rates exceeding 20% and longer processing times compared to computer vision-based systems. This study develops an automatic citrus fruit quality classification system using the YOLOv5 algorithm. The dataset consists of 703 citrus fruit images captured directly using a webcam under varying lighting intensities and color conditions, and is divided into 80% training data and 20% testing data. The classification is performed into three quality categories: ripe, unripe (green), and rotten oranges, based on the visual characteristics of the fruit peel. Experimental results show that a training configuration with 300 epochs, a batch size of 40, and warm white bright lighting conditions achieves the best performance. Real-time testing on 15 citrus fruits yields an average accuracy of 78.2%, indicating the potential of the proposed system as an initial sorting aid, despite limitations related to lighting conditions and the amount of test data.
Co-Authors . Suyitno A. Nur Asri Ainun Aabid Nabhaan Aan Yunianto Abd Cholid Abd. Haris Abdul Rahmaan Nurkarim Achmad Arifiyanto Adek Chan Adianita, Happy Adiningrum, Lutfika Prasetyaning Adyatmaka, Adido Affan Mashuri Afita Surya, Riza Ahmad Muhibbin Ahmad, Muhammad Yunus Aisha Ariestya Nanda Ali Rizal Chaidir Aliyah, A.Nabilah Alizha Aisyah Amalia Anam, M. Khairul ANDI ASWAN Andi Navira Andi Reni, Andi Andi Setiawan Aniq, Lailatun Nurul Anisa, Khairani Dian Annafi, Hafidz Hibatullah Annisa Zahwa Salsabila Anshar Daud Anshar Zulhelmi Apollo Ardian Syah, Khalif Arif Hana Sasono, Muchamad Arifhan Ady Dj Arifin Aslam Arya Wiranugraha Ayat, Taufik Hidayat Ayu Lestari Ayu Yolanda Ginting Ayuning Putri Julian Azhar, Faris Afif Al Azzahra, Innayah Bagaskara, Andika Trah Baharuddin Bambang Irawan Bambang Sri Kaloko Bambang Sumardjoko Barchia, Faiz Barchia, M. Faiz bayu pamungkas Benny Prasetiya Binti Khalid, Khaleeda Iman Brianda Rusoneri, Gensen Budi Murtiyasa Budiono Joko Nugroho Chairunnisa Ahsana Amalan Shaliha Cut Fatimah Cyndi Veronica Dadang Falah Mutaqin Dadi Waluyo Daeng Ayub Dandung Novianto Dany Miftahul Ula Daryanto Daryanto Daryanto Dasep Supriatna Debi Meilani Debi Melani Dede Willianto Pratama Dedi Setiadi Deskananda Deva Pramudya Suryawan, Deva Pramudya Suryawan Dhani Dharmala Putra Diah Ayu Kusriandono Diah Lydianigtias Diah Lydianingtias Dian Indah Hariani Dini Andriani Dodi Setiabudi Dwatmadji Dwijo Asih Saputri Efendi, Medi Effendy De Lux Putra Emilia Hasibuan, Emilia Endang Fauziati Endang Nurcahyani Endang Setyaningsih Eny Faridah erna wati ERNA WIDYASARI Eska Dwi Prajayanti Eva Sartika Dasopang Fadillah Pratiwi S Fadjar Purnomo Fahrurrozi fajri, akmal Fakhiroh, Zakiyatul Fandi Achmad Dermawan Farhan, Mohammad Farisi, Salman Fauzan, Yusuf Sigit Ahmad Ferdyansyah Fernanda Prasky Hartono Fida’ Husain Firman Catur Wibowo Fitri Lastini Galiana, Antoine Gamma Aditya R H Djabir Hamzah Habibulloh, Muhammad Nahrul Falah Hafiza, Nor Haris, Mochammad Hayati Hendarto, Kanang Setyo hendra winarta Heryanto, Valen HESTI PUJIwATI Hidayat Sihotang, Supran Hilmiah, Anis Syatul Husna, Muhimmatul Ihlazul Amal iin wahyuni Iis Haerunisa Ika Julianti Tambunan Ika Silvitasari Indra Jaya Insan Qudus, Hardoko Inta Nurkhaliza Agiska IRWAN FAIZAL Isjoni Isjoni Isna Hidayat Isnaini Maratus Sholihah Isnani Nur Rahma Istikhoroh Nurzaman Iyad Abdallah Al- Shreifeen Jamaluddin Jayad, Ismed Jilber, Julius Joko Setiono Joko Wibowo Jufri Lanuru JULAEHA Jurnaliska Pena Ardini Kamalia Kamaliyah, Rofiqoh Kanne Dachi Kendra Hosea Kholifatu Rohmah Khotimah, Damayyanti Nur Kristian Adi Putra Kristina, Irene Ika Kukuh, Windi Kulsum, Sisi annisa Kurnia Damanik Kusuma Handayani Kusuma Handayani, Kusuma Kusumaningsih, Karti Rahayu Laili Etika Rahmawati Laksono, Kukuh Tri Larasati, Meita Laskono, Nuswar Barruli Lee, Su See Lies Rahayu Wijayanti Faida Liliana Baskorowati Lilik Mustofiyah Lisa Syafrida M. 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