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Journal : Jurnal Buana Informatika

Network Reduction Strategy on YOLOv8 Model for Mango Leaf Disease Detection Adi Wedanta Beratha, I Gede Khresna; Ni Putu Sutramiani; Ni Kadek Ayu Wirdiani
Jurnal Buana Informatika Vol. 16 No. 2 (2025): Jurnal Buana Informatika, Volume 16, Nomor 02, Oktober 2025
Publisher : Universitas Atma Jaya Yogyakarta

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Abstract

Detecting diseases on mango leaves is a crucial step in maintaining plant health and enhancing agricultural productivity, considering that leaves are one of the vital parts involved in the photosynthesis process and plant growth. Diseases that affect mango leaves can cause damage that hinders the growth of the plants, making the development of an accurate and efficient detection system essential to assist farmers in identifying and addressing these issues early on. The objective of this research is to develop a disease detection model for mango leaves using the YOLOv8 model optimized with a network reduction. The data used consists of images of mango leaves with four classes of diseases. The results of the study indicate that the optimized YOLOv8 model can produce a model with low complexity without compromising model performance. The model optimized with network reduction achieved the highest mAP50-95 value of 0.988, surpassing the baseline model by 0.3%.
Co-Authors Adi Wedanta Beratha, I Gede Khresna Adityaksa, I Gede Made Abhi Anak Agung Ketut Agung Cahyawan Wiranatha Anak Agung Kompiang Oka Sudana Anak Agung Putu Mahendra Putra Ananda Paramartha Angga Kusuma, Angga Ardhani, Ni Komang Sucitra Arsa, Dewa Made Sri Arthana, I Made Teguh Candradinata, Putu Bagus Dewi, Anak Agung Ayu Sintya Dharma Prateka Atmaja Dharma Prateka Atmaja, Dharma Prateka Dicky, Devtian Dwi Putra Githa Dwi Rusjayanthi, Dwi Eka Candyasa Pratyaswara G M Arya Sasmita Gusti Agung Ayu Putri Hridayami, Praba I Dewa Nym. Nurweda P., I Gde Arya Aristha I Gusti Lanang Trisna Sumantara I Gusti Ngurah Indra Mahathanaya I Ketut Adi Purnawan I Ketut Gede Darma Putra I Made Agus Dwi Suarjaya I Made Sukarsa I Nyoman Piarsa I Putu Agung Bayupati I Putu Agus Eka Pratama I Putu Pratama Andika Ida Bagus Gede Jayeng Gotama Jayantha, I Putu Deva Kadek Meliantari Krisna Cahaya Putra I Putu Krissna Bayu Made Bagus Winanda Radityatama Mahaputra, Pande Bagus Narendra Mentari Harmadya Muhammad Fauzi Ni Kadek Ary Indah Suryani Ni Kadek Cinthya Bandinithya Dewi Ni Kadek Yuliastin Ni Luh Putri Ari Wedayanti Ni Made Ika Marini Mandenni Ni Putu Sutramiani Oka Sudana, Agung Paramartha, Ary Permana, Kadek Arya Putra Pradnyani Wulantari, I Gusti Putu Agung Purnawan, Abdi Putri, Desy Purnami Singgih Putu Arya Hening Tryasthana Putu Riyaldi Putra Narendra Putu Teguh Krisna Putra Putu Wira Buana Putu Wulan Dewi Prihandani Raharja, Sunia Rismawan, Komang Diva Robiulla, Isna Wanda Rusjayanthi, Ni Kadek Dwi Saraswati, Ni Luh Putu Giri Gita Setyo Hadi Kusumo Sudana, A. A. Kompiang Oka Sukma, Kd. Vigyan Melati Tania Maria Octarina Tantoni Hardiwinata Taradhita, Dewa Ayu Nadia Tiyasa, Abyudaya Widiari, Ni Putu Ayu Yanti, Lidya