Advanced Methods and Deep Learning in Computer Vision
  • Author : E. R. Davies
  • Release Date : 09 November 2021
  • Publisher : Academic Press
  • Genre : Computers
  • Pages : 582
  • ISBN 13 : 9780128221495

Download or read book entitled Advanced Methods and Deep Learning in Computer Vision written by E. R. Davies and published by Academic Press online. This book was released on 09 November 2021 with total pages 582. Available in PDF, EPUB and Kindle. Book excerpt: 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. Provides an important reference on deep learning and advanced computer methods that was created by leaders in the field Illustrates principles with modern, real-world applications Suitable for self-learning or as a text for graduate courses