INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)
This project addresses the urgent need for effective classification of banana leaf diseases, crucial for preserving global banana cultivation. Leveraging the potent random forest algorithm and advanced machine learning techniques, our primary objective is to develop an automated system capable of accurately identifying and categorizing diseases affecting banana leaves. Our methodology involves acquiring a comprehensive dataset comprising images of healthy banana leaves and those exhibiting symptoms of common diseases. Through meticulous application of machine learning algorithms, particularly random forest, we aim to train a robust model capable of discerning subtle disease patterns amidst varying environmental conditions. The potential impact of this project is profound, offering banana farmers a cost-efficient mechanism for early disease detection and targeted intervention strategies. By empowering farmers with swift disease identification and classification capabilities, our system strives to minimize crop losses and promote sustainable agricultural practices. Furthermore, beyond its immediate implications for banana cultivation, this research contributes valuable insights to the broader field of agricultural technology, showcasing the transformative potential of machine learning in addressing real-world agricultural challenges.
"Banana leaf disease detection using machine learning", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.9, Issue 4, page no.g292-g300, April-2024, Available :http://www.ijnrd.org/papers/IJNRD2404633.pdf
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2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
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