Optimization for Computer Vision : An Introduction to Core Concepts and Methods

Optimization for Computer Vision : An Introduction to Core Concepts and Methods

Description

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.


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Details

Author(s)
Marco Alexander Treiber
Format
Paperback | 257 pages
Dimensions
155 x 235mm | 4,656g
Publication date
23 Aug 2016
Publisher
Springer London Ltd
Publication City/Country
England, United Kingdom
Language
English
Edition Statement
Softcover reprint of the original 1st ed. 2013
Illustrations note
1 Tables, black and white; 93 Illustrations, color; 14 Illustrations, black and white; XI, 257 p. 107 illus., 93 illus. in color.
ISBN10
1447170652
ISBN13
9781447170655