Object Detection Principles, Techniques, and Applications
Free Download Object Detection: Principles, Techniques, and Applications by Sam Green
English | December 17, 2024 | ISBN: N/A | ASIN: B0DQV8L1YD | 106 pages | EPUB | 1.44 Mb
Object Detection: Principles, Techniques, and Applicationsprovides an in-depth exploration of one of the most pivotal areas in computer vision and artificial intelligence. This comprehensive guide covers the fundamentals, algorithms, and modern techniques that have shaped the field of object detection, from traditional methods to the latest advancements powered by deep learning.
The book begins with foundational concepts, offering a clear explanation of object detection's core principles, including image processing, feature extraction, and classification. It then delves into the evolution of object detection methods, starting with classical algorithms such as Haar cascades and HOG (Histogram of Oriented Gradients), progressing through to more sophisticated models like R-CNN, YOLO, and SSD, which revolutionized real-time detection. The integration of cutting-edge architectures such as Transformers and Deep Neural Networks is thoroughly discussed, highlighting their role in driving the field forward.
This work also emphasizes practical applications, detailing how object detection is transforming industries like healthcare, autonomous vehicles, security, retail, and environmental monitoring. Through real-world case studies, readers will gain insight into how object detection is leveraged for problem-solving and innovation across various sectors.
With chapters on dataset preparation, annotation techniques, handling class imbalance, and performance evaluation, the book offers a well-rounded perspective for those seeking to develop and deploy object detection models. Whether you are a researcher, engineer, or enthusiast, this book serves as an essential resource for understanding and mastering object detection.
Key Features:A comprehensive overview of object detection methodologies and algorithms.Detailed discussions on modern frameworks like YOLO, SSD, RetinaNet, and DETR.Practical guidance on dataset preparation, annotation, and augmentation techniques.In-depth exploration of real-world applications in autonomous vehicles, healthcare, and more.Insights into emerging trends like Federated Learning and Neural Architecture Search.
Ideal for students, practitioners, and researchers, Object Detection: Principles, Techniques, and Applications is your gateway to mastering the complexities and innovations in the field of computer vision.
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