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Automated Sugarcane Leaf Disease Detection Using AI Models: Comparative Analysis of Machine Learning and Deep Learning Models for Sugarcane Health - Couverture souple

SITATI, KEVIN

 
9786209544873: Automated Sugarcane Leaf Disease Detection Using AI Models: Comparative Analysis of Machine Learning and Deep Learning Models for Sugarcane Health
Couverture souple
ISBN 10 : 6209544878 ISBN 13 : 9786209544873
Editeur : GlobeEdit, 2026

Synopsis

This book explores the application of artificial intelligence in agriculture, focusing on automated detection of sugarcane leaf diseases. It presents a comprehensive study comparing classical machine learning models such as Decision Tree, Random Forest, AdaBoost, Gradient Boosting, SVM, and MLP with deep learning Convolutional Neural Networks. Using the Sugarcane Leaf Disease Dataset, the book details image preprocessing, feature extraction, model training, and evaluation with metrics such as accuracy, precision, recall, and F1-score. It highlights the advantages, challenges, and practical deployment potential of AI-driven disease detection in real-world agricultural settings, providing valuable insights for researchers, agronomists, and farmers seeking sustainable crop management solutions.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
GlobeEdit
Date d'édition
2026
Langue
anglais
ISBN 10 
6209544878
ISBN 13 
9786209544873
Reliure
Broché
Nombre de pages
52
Coordonnées du fabricant
non disponible
Personne responsable
non disponible