Pomegranate disease diagnosis with severity estimation and treatment remedies using deep learning and RAG-based LLM

Abstract Pomegranate cultivation faces significant challenges due to fruit diseases that significantly impact crop yield and farmer income. Traditional methods for disease detection are often slow and prone to errors, delaying timely intervention. This paper proposes a deep learning-based system for...

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Manylion Llyfryddiaeth

Prif Awduron:	A. R. Revathi, A. Arockia Agash
Fformat:	Artigo
Iaith:	Inglês
Cyhoeddwyd:	Nature Portfolio 2025-11-01
Cyfres:	Scientific Reports
Pynciau:	Pomegranate disease detection Convolutional neural networks Transfer learning Grad-CAM ++  Mahalanobis distance Retrieval-augmented generation
Mynediad Ar-lein:	https://doi.org/10.1038/s41598-025-25160-8
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