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p-Index From 2020 - 2025
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All Journal International Journal of Integrative Sciences
Janariandana, Zainul
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Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Industrial & Manufacturing Engineering Social Sciences

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Classification of Pneumonia Medical Images with Convolutional Neural Networks Ines Heidiani Ikasari; Saputra, Riski Yoga; Prasdio, Sendy; Kurniagis, Muhammad Faisal; Rosyani, Perani; Janariandana, Zainul
International Journal of Integrative Sciences Vol. 4 No. 1 (2025): January 2025
Publisher : PT FORMOSA CENDEKIA GLOBAL

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55927/ijis.v4i1.13511

Abstract

Indonesia's agricultural sector faces significant challenges in maintaining rice production due to land conversion, pest attacks, and poor irrigation. Early detection of rice leaf diseases is critical to mitigating these challenges. This study applies the Random Forest (RF) algorithm to classify three rice leaf diseases: Bacterial Leaf Blight, Brown Spot, and Leaf Smut. The proposed method achieved an accuracy of 75%, demonstrating its effectiveness in disease detection. This research provides a foundation for integrating machine learning to improve crop management and agricultural productivity
Co-Authors Ines Heidiani Ikasari Kurniagis, Muhammad Faisal Perani Rosyani Prasdio, Sendy Saputra, Riski Yoga