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Full Description
This book is an introduction to fundamental techniques of image analysis with machine vision and their applicability in Industry 5.0. It provides basic and emerging techniques in the field of image analysis and machine vision in Industry 5.0. It also covers an extensive study of recent related work and research challenges in the field. Further, it discusses some effective solutions to address the challenges of digitally transforming industrial activities and improving their efficiency.
Provides effective and robust machine vision-enabled methods across different industrial fields, emphasizing their applicability and reliability
Covers the emerging concepts of image analysis and machine vision utilized in the digital transformation of manufacturing activities under Industry 5.0
Discusses conceptual methodologies of image analysis and machine vision tailored for various industrial applications, providing insights into their practical implementation
Practical issues on implementing machine vision applications with image analysis techniques in Industry 5.0 are addressed, offering guidance on method implementation
Includes case studies of various industrial processes, highlighting current challenges and presenting effective solutions, offering real-world insights into the application of machine vision
It is a reference book for research students, scientists, and professionals working in the fields of image processing, computer vision, and the Internet of Things.
Contents
1. Machine Vision Analysis in Industry 5.0: Fundamentals, Applications, and Challenges 2. Fundamentals of Image Analysis and Machine Vision: Application in Sustainability Practices Adopted by Marketing Professionals in Indian MNCs as Part of Industry 5.0 3. Machine Learning for Image Analysis and Machine Vision in Industry 5.0 4. Optimization Approaches in Feature Integration in Machine Vision 5. Machine Learning- based Image Analysis for Industrial Waste Management: Issues and Future Scope 6. Fundamentals of Image Analysis and Machine Vision: Application in Industry 5.0 7. 3D Skeleton based action recognition using learning technique 8. An ensemble learning model for smoke classification and localization based on fractional order optical flow 9. Comprehensive Study of Machine Vision and Image Analysis in Industry 5.0 10. Pixel to Harvest: Cultivating Agriculture with Image Analysis and Machine Vision in Industry5.0
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