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Evanita Evanita, Evanita
Department Of Informatics Engineering, Faculty Of Engineering, Universitas Muria Kudus
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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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Classification of Rice Leaf Diseases Using Support Vector Machine with HSV and GLCM-Based Feature Extraction Ramli, Rizal; Evanita, Evanita; Akbar Riadi, Aditya
Journal of Applied Informatics and Computing Vol. 9 No. 5 (2025): October 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i5.10403

Abstract

This study aims to classify rice leaf diseases using the Support Vector Machine (SVM) algorithm based on image processing and feature extraction. A total of 600 rice leaf images were collected, each representing one of five disease types: bacterial blight, leaf smut, leaf blast, brown spot, and hispa. The images underwent preprocessing, including resizing, background removal, and feature extraction using HSV and GLCM methods. Extracted features were then used to train and test an SVM classification model. The evaluation using confusion matrix showed an overall accuracy of 83%, with class-specific F1-scores ranging from 0.72 to 0.90. These results indicate that SVM is effective in classifying rice leaf diseases and can potentially assist farmers in early disease detection to reduce crop loss.
Co-Authors Aditya Akbar Riadi Agus Najmuddin Apriliyanti, Nurul Falah Arief Susanto Aulia Umi Hanifah Bakhar, Muhamad Dafiq Elok Noor Hannas Darsilowati Darsilowati Diana Ermawati Durrun Nada Amarylis Dwyan Akbar Putra Edi Noersasongko Esti Wijayanti Farich Al Azami Fera Anggraini Fistiana Gabriel Dwiki Ari Permadani Gunawan, Bagus Suseto Hanik Hidayati Hanun Dhiya Reswara, Rasyida Imam Syafaat Khabib Abdullah Khoirul Anam, Raikhan Khoirun Nisa', Nining Khusna, Nor Milatul Lovika Ardana Lovika Ardana Riswari Maori, Nadia Annisa Maulana Aditya Yusman Maulana Wijayanto Megatama, Christian Yoga Mohammad Dahlan, Mohammad Muhamad Bakhar Muhamad bakhar Bakhar Muhammad Imam Ghozali Muhammad Malik Hakim, Muhammad Malik Muhammad Ulin Nuha Oktavianus, Yohanes Putra Aprilian Prastianing Huda Ratih Nindyasari Ricardus Anggi Pramunendar Rizal Ramli, Rizal Rofiah, Tika Khofidhotur Salsabila, Karima Savitri Wanabuliandari Sekar Dwi Ardianti Septiani, Dwi Shofiana, Arista Sukmawati, Zesiy Risna Dewi Susanto, Arief Syukron, Muhammad Habib Tri Listyorini Tutik Khotimah Ulil Albab Verdinata, Rendy Antiya Vicki Yuda Mahendra Wahono, Robet Yuliana Fitriani