Plant Disease Detection Using Machine Learning, Deep Learning, and Metaheuristics
eBook - ePub

Plant Disease Detection Using Machine Learning, Deep Learning, and Metaheuristics

  1. 332 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Plant Disease Detection Using Machine Learning, Deep Learning, and Metaheuristics

About this book

The book explores how machine learning (ML), deep learning (DL), and metaheuristic optimization techniques can revolutionize plant disease detection and agricultural intelligence. Unlike traditional agronomic approaches, this book bridges advanced computational methods with real-world agricultural needs. It emphasizes both the scientific and practical dimensions—focusing on image-based disease detection, sensor data interpretation, optimization of predictive models, and real-world deployment strategies. The book looks at the subject from a technology, biological & agricultural, computational optimization, practical and social impact perspective.

This edited book is designed for researchers, academicians, and professionals working in Artificial Intelligence, Machine Learning, Deep Learning, Metaheuristics, and agricultural sciences. It will also benefit agricultural engineers, data scientists, agritech industries, policymakers, and undergraduate, postgraduate, and doctoral students interested in AI-driven plant disease detection and smart agriculture applications.

Table of contents

  1. Cover
  2. Half Title
  3. Series Page
  4. Title Page
  5. Copyright Page
  6. Preface
  7. Table of Contents
  8. List of Contributors
  9. 1. Introduction to Plant Disease Detection in Agriculture
  10. 2. Machine Learning for Agricultural Application
  11. 3. Disease Detection of Mango Leaf using Deep Learning: YOLOv11 Versus YOLOv12
  12. 4. Metaheuristics and Optimization in Agricultural AI Advancing Plant Disease Detection and Smart Farming
  13. 5. Data Acquisition and Preprocessing for Plant Disease Detection
  14. 6. Machine Learning for Disease Classification and Prediction
  15. 7. Deep Learning Architectures for Image-Based Plant Disease Analysis
  16. 8. Hybrid Models Integrating ML, DL, and Metaheuristics
  17. 9. Stage-Wise Attention-Guided CNN (2S-XAI-CNN) for High-Accuracy Rice Leaf Disease Classification
  18. 10. Limitations and Challenges of Artificial Intelligence in Crop Disease Detection
  19. 11. Economic Environment Impact of AI and Machine Learning in Plant Disease Detection and Sustainable Agriculture
  20. 12. Emerging Trends and Innovations
  21. 13. Roadmap for the Future Research
  22. 14. Future Prospects of Plant Disease Detection in Sustainable Agriculture
  23. Index
  24. About the Editors

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Information

Publisher
CRC Press
Edition
1
Year
2026
Print ISBN
9781041289777
eBook ISBN
9781042553440

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Yes, you can access Plant Disease Detection Using Machine Learning, Deep Learning, and Metaheuristics by Nebojsa Bacanin,Amit Chhabra,Satveer Kour,Ghaith Manita in PDF and/or ePUB format, as well as other popular books in Computer Science & Artificial Intelligence (AI) & Semantics. We have over 1.5 million books available in our catalogue for you to explore.