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Optimization for Computer Vision

An Introduction to Core Concepts and Methods

Springer London,
Buch
117,69 € Lieferbar in 2-3 Tagen
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Kurzbeschreibung

This practical book offers an introduction to optimization methods used in computer vision. The presentation of the methods is supplemented by simple flow charts, followed by pseudocode implementations that reveal deeper insights into their mode of operation.

Details
Hauptbeschreibung

Titel: Optimization for Computer Vision
Autoren/Herausgeber: Marco Alexander Treiber
Aus der Reihe: Advances in Pattern Recognition
Ausgabe: 2013

ISBN/EAN: 9781447152828

Seitenzahl: 257
Format: 23,5 x 15,5 cm
Produktform: Hardcover/Gebunden
Gewicht: 591 g
Sprache: Englisch

Optimization plays an invaluable role in the exciting and rapidly developing field of computer vision, yet this importance is often overlooked in the literature.This practical and authoritative text/reference presents a broad introduction to the optimization methods used specifically in computer vision. In order to facilitate understanding, the presentation of the methods is supplemented by simple flow charts, followed by pseudocode implementations that reveal deeper insights into their mode of operation. These discussions are further supported by examples taken from important applications in computer vision.Topics and features: provides a comprehensive overview of computer vision-related optimization; covers a range of techniques from classical iterative multidimensional optimization to cutting-edge topics of graph cuts and GPU-suited total variation-based optimization; describes in detail the optimization methods employed in computer vision applications; illuminates key concepts with clearly written and step-by-step explanations; presents detailed information on implementation, including pseudocode for most methods.This easy-to-follow and applications-focused book is an essential resource for researchers and practitioners seeking guidance on implementing specific methods in computer vision.

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