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torralba foundations computer vision 2024

Type:: E-books
Files:: 1
Size:: 105.7 MB
Uploaded On:: April 29, 2024, 10:52 a.m.
Added By:: andryold1
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Leechers:: 12
Info Hash:: B8CA93615B41B300FE229DBDE7EB0177CA26C5F2

Textbook in PDF format An accessible, authoritative, and up-to-date computer vision textbook offering a comprehensive introduction to the foundations of the field that incorporates the latest Deep Learning advances. Machine Learning has revolutionized computer vision, but the methods of today have deep roots in the history of the field. Providing a much-needed modern treatment, this accessible and up-to-date textbook comprehensively introduces the foundations of computer vision while incorporating the latest deep learning advances. Taking a holistic approach that goes beyond Machine Learning, it addresses fundamental issues in the task of vision and the relationship of machine vision to human perception. Foundations of Computer Vision covers topics not standard in other texts, including transformers, diffusion models, statistical image models, issues of fairness and ethics, and the research process. To emphasize intuitive learning, concepts are presented in short, lucid chapters alongside extensive illustrations, questions, and examples. Written by leaders in the field and honed by a decade of classroom experience, this engaging and highly teachable book offers an essential next-generation view of computer vision. Up-to-date treatment integrates classic computer vision and Deep Learning Accessible approach emphasizes fundamentals and assumes little background knowledge Student-friendly presentation features extensive examples and images Proven in the classroom Instructor resources include slides, solutions, and source code

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Torralba A. Foundations of Computer Vision 2024.pdf 105.7 MB

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torralba foundations computer vision 2024