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Advanced Methods and Deep Learning in Computer Vision - Research Book

Advanced Methods and Deep Learning in Computer Vision - Research Book

Great Research Book in Advanced Methods and Deep Learning in Computer Vision

Author(s) Name:  E. R. Davies, Matthew Turk

About the Book:

   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.

Table of Contents

  • 1. The dramatically changing face of computer vision
  • 2. Advanced methods for robust object detection
  • 3. Learning with limited supervision
  • 4. Efficient methods for deep learning
  • 5. Deep conditional image generation
  • 6. Deep face recognition using full and partial face images
  • 7. Unsupervised domain adaptation using shallow and deep representations
  • 8. Domain adaptation and continual learning in semantic segmentation
  • 9. Visual tracking
  • 10. Long-term deep object tracking
  • 11. Learning for action-based scene understanding
  • 12. Self-supervised temporal event segmentation inspired by cognitive theories
  • 13. Probabilistic anomaly detection methods using learned models from time-series data for multimedia self-aware
  • 14. Deep plug-and-play and deep unfolding methods for image restoration
  • 15. Visual adversarial attacks and defenses

    • ISBN:  9780128221099

    Publisher:  Elsevier

    Year of Publication:  2021

    Book Link:  Home Page Url