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All Journal Jurnal Ilmu Komputer dan Informasi Jurnal Informatika Jurnas Nasional Teknologi dan Sistem Informasi INFORMAL: Informatics Journal Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) SemanTIK : Teknik Informasi JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI International Journal of New Media Technology Jurnal ULTIMATICS Jurnal ULTIMA Computing GERVASI: Jurnal Pengabdian kepada Masyarakat Community Development Journal: Jurnal Pengabdian Masyarakat Reswara: Jurnal Pengabdian Kepada Masyarakat Jurnal Teknik Informatika (JUTIF) Unri Conference Series: Community Engagement Community Empowerment Jurnal Pengabdian Inovasi dan Teknologi Kepada Masyarakat Info Kripto Jurnal Ilmiah Edutic : Pendidikan dan Informatika Proceedings Series of Educational Studies Majalah Pengabdian Indonesia Journal of Robotics, Automation, and Electronics Engineering Jurnal Media Informasi Teknologi Mekongga: Jurnal Pengabdian Masyarakat Media of Computer Science
Jayanti Yusmah Sari
Universitas Sembilanbelas November Kolaka
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Public Health Social Sciences Other

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Journal : journal of robotics automation and electronics engineering

 1 
Integrating Color Segmentation and Texture Analysis for Citrus Leaf Disease Identification through K-Means and Local Binary Pattern Armin; Suharsono Bantun; Jayanti Yusmah Sari
Journal of Robotics, Automation, and Electronics Engineering Vol. 4 No. 1 (2026): March 2026
Publisher : Universitas Negeri Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/jraee.v4i1.3827

Abstract

Early identification of citrus leaf diseases is important for reducing crop losses and supporting effective disease management. This study proposes a citrus leaf disease identification framework combining K-means color segmentation and Local Binary Pattern (LBP) texture analysis. The method was evaluated using 90 citrus leaf images from three disease classes: Citrus Canker, Leaf Miner, and Sooty Mold. Images were preprocessed through cropping, resizing, and color space transformation. K-means clustering in the Lab color space was used to segment diseased regions, while LBP extracted texture features. Classification was performed using Euclidean Distance and evaluated with 10-fold cross-validation. The K-means-based method achieved an average accuracy of 76.65%, while LBP alone obtained 45.65%. Combining K-means and LBP produced the best performance, with an average accuracy of 80.02%. These results indicate that integrating color and texture features provides a more effective representation of citrus leaf disease symptoms and improves classification performance.
Co-Authors A. Muhammad Idkhan Abdul Malik Abdullah Igo BD Adha Mashur Sajiah Agum Agidtama Gafar Agus Zainal Arifin Agustinus Suria Darme Amil A Ilham Andi Baso Kaswar Andi Baso Kaswar Andi, Ilham Arafat Arief Budiman Armin Aryadi Nurfalaq Asih Setiyorini Asih Setiyorini Aspian Achban Assagaf, Sayyed Auliani, Andi Nur Melly Bambang Pramono Bantun, Suharsono Chastine Fatichah Daiona, Abdullah Igo Baran Darme, Agustinus Suria Dewi Hastuti Dimas Febriyan Priambodo Eva Sapitra Fajar, Wahida Fandiansyah Fandiansyah Fandiansyah, Fandiansyah Firka Fransisca J Pontoh Hafidz Muhtar Hardianti Hardianti Hasnawati Munandar Henry Praherdhiono Hestiana, Sry Idkhan, A. Muhammad Ika Purwanti Ningrum Ika Purwanti Ningrum Ika Purwanti Ningrum Ika Purwanti Ningrum Purnama Ika Putri Ningrum Indar Ismail Jamaluddin Ingrid Nurtanio Isnawaty Isnawaty Jayawarsa, A.A. Ketut La Ode Hasnuddin S. Sagala Linda Purnama Muri Luh Putu Ratna Sundari Mardianto Mardianto Mardianto Mardianto Moh La Andi Rais Imran Yatim Muarif, Amar Muh. Abdi Fahmi Muh. Ariyandhi Masalu Muhammad Mail Muhammad Naim Muhammad Nur Khidfi Muhammad Syaiful Muhammad Syaiful Muhtar, Hafidz Mutmainnah Muchtar Naim, Muhammad Nanik Suciati nina sularida limin Ningrum, Ika Purwanti Nirsal Nirsal Nirsal Noorhasanah Zainuddin Novriadi, Teguh Nur Fajriah Muchlis Nur Inzani Reski Amalia Nurfagra Nurfagra Nurfalaq, Aryadi Nurfitria Ningsi Paisa Phradiansah ., Phradiansah Punaji Setyosari Purnama, Ika Purwanti Ningrum Putri, Sarnita Qammaddin Qammaddin R, Ranir Aftar Rabiah Adawiyah Rahman, Faizal Jumain Rahmat Karim Ranir Atfar R Rapa, Wiwi Rasmiati Rasyid Rendi Rendi, Rendi Reski Surya Aristika Ricky Ramadhan Rina Rembah Risnayanti Risnayanti Rizal Adi Saputra Saida Ulfa Sari, Indri Purnama Sarimuddin, Sarimuddin Sartika Sari Sartika Sari Sasmita, Anggit Sehan, Sahara Selviani Selviani Suci Pricilia Lestari Suharsono Bantun Suharsono Bantun Suharsono Batun Suharsono Suhar Syaban, Kharis Syahrul Syahrul Syamsuddin Teguh Novriadi Wiwi Rapa Wulandhany, Serly Yuwanda Purnamasari Pasrun Yuyun