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S. Samsugi
Universitas Teknokrat Indonesia
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Journal : Journal of Soft Computing Exploration

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A deep learning-based leaf aphid detection approach using YOLOv8 Styawati, Styawati; Sulistiani, Heni; Puspaningrum, Ajeng Savitri; Alita, Debby; Samsugi, S.; Putri, Vanisa Adellia
Journal of Soft Computing Exploration Vol. 7 No. 1 (2026): March 2026
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v7i1.9

Abstract

Aphids pose a serious threat to agricultural productivity due to their rapid reproduction and their role as plant virus vectors. Early manual detection is difficult due to the pests' microscopic size and tendency to hide under leaves. This study aims to develop an accurate and real-time aphid monitoring system using the YOLOv8 algorithm. The model was trained using four epoch scenarios (30, 50, 100, and 200) to identify the best configuration to address the challenges of small, overlapping objects and varying leaf backgrounds. The results showed that increasing the number of epochs positively correlated with model performance, with the 200-epoch scenario providing the most optimal results with 91.5% accuracy, 0.87 recall, 0.89 F1-score, and 0.915 mAP50. The model was then integrated into a smart monitoring dashboard that synchronizes visual detection results with IoT sensor data (temperature, humidity, and nutrients) in real time. This system not only validates the reliability of YOLOv8 under field conditions, but also provides an effective early warning system to support rapid decision-making in crop protection management.
Co-Authors Achmad Irvandi Yusuf Adam Saputra Ade Setiawan Ade Surahman Ady Candra Nugroho Ady Chandra Agum Anantama Agustian, Rezi Dwi Ajeng Savitri Puspaningrum aji saputra Akhmad Febriyo Febriyansyah Aldi Bagus Prasetyo Alita, Debby Alvi Suhartanto Alvi Suhartanto Amalia, Zahrina Amanda, Feby Anan Krisna Anang Burlian Andi Nurkholis Anisyah Apriyantina Ardian syah Ardiansyah Ardiansyah Arinda Rifaini Ashabi Tohir Asyad, Chafidz Bagas Setiawan Bagas, Prasetyo Berlintina Permatasari Bima Ghafaral Candra, Arif Mei Chafizd Chafizd Cinthya Bella Damayanti, Damayanti Darmayanti, Fera desi damayanti Dewa, Ananda Asmoro Dian Nursintawati Dian Pratiwi Dian Tri Saputra Doni Elvis Silaban Dwi Gema Dyan Kastutara Edistira, Khusnul Eliasta Ketaren Emi Suwarni Erliyan Redy Susanto Erliyan Redy Susanto Euis Amanah Fahri Aulia Hasbi Fandi Dian Nugraha Farli Rossi Feby Amanda Feby Amanda Fenty ariany Fika Trisnawati Harry Anggono Heni Pujiastuti Heni Sulistiani Hilma Putri Fidyandini I Gusti Made Ngurah Desnanjaya Ida Bagus Gede Sarasvananda Imam Ahmad Imelda Dwi Mariska Indraningtyas, Lathifa Izudin Ismail Jaka Persada Sembiring Jefri Andri Rifai Jupriyadi, Jupriyadi Krisna, Anan Lathifah L Lathifah Lathifah Leny Meilisa Lili Andraini Lulud Oktaviani M. Fitratullah mai diana Megawati, Dyah Ayu Meitrinova Y.S Moris Cahyadi Muhamad Taufik Adha Pratama Muhammad Bakri Muhammad Fitratullah Muhammad Irfan Hafidhin Muhammad Randyka Rojat Ndaru Kristiawan Neneng Neneng Neneng, N Nike Kristanti Parjito, Parjito Permata Permata Pindrayana, Kadek Prabowo, Rizky Prasetyawan, Purwono Prasetyo, Bagas Prastowo, Agung Tri Pratama, Ariski Pratama, Edvan Agus Priandika, Adhie Thyo Prio Agung Nugroho Putra, M. Pajar Kharisma Putri, Vanisa Adellia Rahmat Dedi Gunawan Reflan Nuari Rendy Pratama Restu Ibrahim Adam Richo Fajar Pratama Ridho, Yusuf Riska Amalia Praptiwi Rizki Devi Anggita Rohmat Indra Borman Ryan Ajie Prasetyo Ryan Dika Pratama Sampurna Dadi Riskiono Saputra, Dian Tri Setiawansyah Setiawansyah Sinta, Ratna Sari Roma Siska Ayu Widiana Siti Suliah Styawati Styawati Styawati, Styawati Suhadi, Miki Suprapto, Galih Naufal Falikh Syahirul Alim Syaiful Ahdan Tiara Azizul Andika Titin Yulianti Tri Widodo Wawan Kurniawan Wibowo Wulan Agustin Yogi Irawan Yuri Rahmanto Yusra Fernando Zainabun Mardiyansyah Zidane, Ahmad Rifqi