Computer Vision: Algorithms and Applications explores the variety of techniques commonly used to analyze and interpret images. It also describes challenging real-world applications where vision is being successfully used, both for specialized applications such as medical imaging, and for fun, consumer-level tasks such as image editing and stitching, which students can apply to their own personal photos and videos.
More than just a source of “recipes,” this exceptionally authoritative and comprehensive textbook/reference also takes a scientific approach to basic vision problems, formulating physical models of the imaging process before inverting them to produce descriptions of a scene. These problems are also analyzed using statistical models and solved using rigorous engineering techniques.
Topics and features: structured to support active curricula and project-oriented courses, with tips in the Introduction for using the book in a variety of customized courses; presents exercises at the end of each chapter with a heavy emphasis on testing algorithms and containing numerous suggestions for small mid-term projects; provides additional material and more detailed mathematical topics in the Appendices, which cover linear algebra, numerical techniques, and Bayesian estimation theory; suggests additional reading at the end of each chapter, including the latest research in each sub-field, in addition to a full Bibliography at the end of the book; supplies supplementary course material for students at the associated website, http://szeliski.org/Book/.
Suitable for an upper-level undergraduate or graduate-level course in computer science or engineering, this textbook focuses on basic techniques that work under real-world conditions and encourages students to push their creative boundaries. Its design and exposition also make it eminently suitable as a unique reference to the fundamental techniques and current research literature in computer vision.
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?Dr. Richard Szeliski has more than 25 years’ experience in computer vision research, most notably at Digital Equipment Corporation and Microsoft Research. This text draws on that experience, as well as on computer vision courses he has taught at the University of Washington and Stanford.
Humans perceive the three-dimensional structure of the world with apparent ease. However, despite all of the recent advances in computer vision research, the dream of having a computer interpret an image at the same level as a two-year old remains elusive. Why is computer vision such a challenging problem and what is the current state of the art?
Computer Vision: Algorithms and Applications explores the variety of techniques commonly used to analyze and interpret images. It also describes challenging real-world applications where vision is being successfully used, both for specialized applications such as medical imaging, and for fun, consumer-level tasks such as image editing and stitching, which students can apply to their own personal photos and videos.
More than just a source of recipes, this exceptionally authoritative and comprehensive textbook/reference also takes a scientific approach to basic vision problems, formulating physical models of the imaging process before inverting them to produce descriptions of a scene. These problems are also analyzed using statistical models and solved using rigorous engineering techniques
Topics and features:
Suitable for an upper-level undergraduate or graduate-level course in computer science or engineering, this textbook focuses on basic techniques that work under real-world conditions and encourages students to push their creative boundaries. Its design and exposition also make it eminently suitable as a unique reference to the fundamental techniques and current research literature in computer vision.
Dr. Richard Szeliski has more than 25 years experience in computer vision research, most notably at Digital Equipment Corporation and Microsoft Research. This text draws on that experience, as well as on computer vision courses he has taught at the University of Washington and Stanford.
Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.
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Da: Bookbot, Prague, Repubblica Ceca
Hardcover. Condizione: Fine. Abnutzung / Risse - leicht. Humans easily perceive the three-dimensional structure of the world, yet despite advances in computer vision, enabling a computer to interpret an image like a two-year-old remains a challenge. This text delves into various techniques for analyzing and interpreting images, highlighting real-world applications ranging from medical imaging to consumer-level tasks like image editing and stitching. It goes beyond mere "recipes," adopting a scientific approach to fundamental vision problems by formulating physical models of the imaging process and inverting them for scene descriptions. Statistical models and rigorous engineering techniques are employed to solve these challenges. The book is structured to support active curricula and project-oriented courses, with guidance in the Introduction for customization. Each chapter includes exercises emphasizing algorithm testing and suggestions for mid-term projects. Additional material on linear algebra, numerical techniques, and Bayesian estimation theory is provided in the Appendices. Each chapter also suggests further reading, including the latest research, and a comprehensive Bibliography is included. Supplementary course materials are available on the associated website. Aimed at upper-level undergraduates and graduate students in computer science or engineering, it focuses on practical techniques and encourages creative exploration, serving as a valuable reference for fundamental t. Codice articolo 7e7f5a30-75f8-4e7e-aceb-b8073a680cac
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Condizione: gut. Computer Vision: Algorithms and Applications (Texts in Computer Science) In englischer Sprache. pages. Codice articolo BN166977
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