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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

Real-time Detection Transformer (RT-DETR) of Ornamental Fish Diseases with YOLOv9 using CNN (Convolutional Neural Network) Algorithm Huda, Dwi Nurul; Romdoni, Mochammad Rizki; Safitri, Liza; Winarni, Ade; Rahman, Abdur
Journal of Applied Informatics and Computing Vol. 8 No. 2 (2024): December 2024
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v8i2.8561

Abstract

The lack of specialized tools to check the condition of ornamental fish has hindered effective management. This research proposes a novel software architecture that uses the YOLOv9 model combined with RT-DETR to enable accurate and timely identification of ornamental fish conditions including fish diseases, empowering farmers and hobbyists with a valuable resource. This integration is done using Soft Voting Ensemble Learning technique. To achieve this goal, an Android mobile application successfully classified healthy fish and accurately identified common diseases such as bacteria, fungal, parasitic, and whitetail. Based on the test results, the integration accuracy of the YOLOv9 and RT-DETR models produced a high result of 0.8947 while the stand-alone YOLOv9 showed 0.8889 and the stand-alone RT-DETR of 0.8904. Recommendations are given for the combination of YOLOv9 and RT-DETR in condition detection and diagnosis of ornamental fish diseases.
Co-Authors Achmad, Fariz Ade Winarni Adelina, Adelina Adhey Noumy, Chiptya Agus, M. Ikbal Aini, Melinda Nur Akhmad Murjani Alviani, Vina Andini Octaviana Putri Anshory, Muhammad Isa Arief, Mochamad Candra Wirawan Arifin Syamsul Arifin, Muhammad Zaenal Arsinta, Aulia Asmawi, Suhaili Barack, Choirunnisa Fadilla Deddy Dharmaji, Deddy Dharma Saputra, Surya Dhimas Wiharyanto Dini Sofarini Donny Oktavian Syah Dwi Nurul Huda elsa, elsa Fatholla, Riski Fidia Ningsih, Fidia Gazali Salim H, Fitriya Nurul Hadianor, Hadianor Hajar, Mohammad Nurul Hamdie, Badaruddin Haq, Ruqaya Annisa Nurul Hargiani, Fransisca Xaveria Heni Pujiastuti Herliwati Herliwati, Herliwati Hozeiri, Hozeiri I Nyoman, Jamper Ilman, Muhamad Jainuddin, Jainuddin Jennah, Luluul Joko Purnomo Khalilah, Siti Khoir, Mulyanto Abdullah Khoiriyah, Umi Khozinatul Kholil, A. Munawar Kholili Hasib, Kholili Kusumawardani, Nur Indah Lusiana, Dewi Lutfi`ah, Hikmatul Mahendra Putra, Danny Mijani Rahman, Mijani Mochammad Imron Awalludin Mochammad Rizki Romdoni Muhamad Yopan Mujiyanto Mujiyanto Munawar Kholil Mustaqimah, Zaitun Nadhira, Syifa Nida, Nida Nofrial . Parastry, Annisa Pradita, Angria Prasetyo, Haris Rachma Fitriati Rahayu Rahayu Rahmadi, Noor Ali Rahman, Handono Fathur Rahmawati, Anifa Ramadhan, Pajar Eka Putra Ransangan, Julian Rifani, Akhmad Rony Riduan Rosa, Rosa Rudi Haryadi, Rudi Rusdi Kasman Ruslan Muhyi, Ruslan Safitri, Alfia Safitri, Liza Satria Efandi SEPTINA ALRIANINGRUM Setiyo Adi nugroho Sholehah, Baitus Siregar, S.Si., M.Si, Dwi Aninditya Siti Hasnah, Siti Siti Rohimah Siti Zainab, Siti Sitorus, Estervina Juniasti Solly Aryza Sritutur, Fera Febriana Subando, Joko - Suhaili Asmawi Sumarni Sumarni SYARIFUDDIN KADIR Taufiq, Muhammad Fahrud Taufiqur Rahman, Taufiqur Tengku Riza Zarzani N Thalita Rifda Khaerani, Thalita Rifda Tiyas, Fitri Cahyaning Wahyu Hidayat Wahyudi Wahyudi Wahyuni, Ian Wahyuni, Rifdha Wahyuni Yanti, Natasya Dwi Yasmi, Zairina Yasmi, Zairina Yoga Yuniadi Yohanes Deo Fau Yudista, Rensiana Yunita, Rizmi Zahidah Zahidah, Zahidah