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Advanced Methods and Deep Learning in Computer Vision
Paperback
Series: Computer Vision and Pattern Recognition
Technology & EngineeringGeneral Computers
ISBN13: 9780128221099
Publisher: Academic Pr Inc
Published: Nov 12 2021
Pages: 582
Weight: 2.18
Height: 1.18 Width: 7.50 Depth: 9.25
Language: English
Advanced Methods and Deep Learning in Computer Vision presents advanced computer vision methods, emphasizing machine and deep learning techniques that have emerged during the past 5-10 years. The book provides clear explanations of principles and algorithms supported with applications. Topics covered include machine learning, deep learning networks, generative adversarial networks, deep reinforcement learning, self-supervised learning, extraction of robust features, object detection, semantic segmentation, linguistic descriptions of images, visual search, visual tracking, 3D shape retrieval, image inpainting, novelty and anomaly detection.
This book provides easy learning for researchers and practitioners of advanced computer vision methods, but it is also suitable as a textbook for a second course on computer vision and deep learning for advanced undergraduates and graduate students.
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