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

266 Pages·2013·9 MB·
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by Marco Alexander Treiber| 2013| 266 pages| 9

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

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.

Detailed Information

Author:Marco Alexander Treiber
Publication Year:2013
ISBN:1447170652
Pages:266
File Size:9
Format:PDF
Price:FREE
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