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Computer Vision: Algorithms and Applications (PDF eBook)


Computer Vision: Algorithms and Applications (PDF eBook)

eBook by Szeliski, Richard

Computer Vision: Algorithms and Applications (PDF eBook)

£74.50

ISBN:
9781848829350
Publication Date:
30 Sep 2010
Publisher:
Springer Nature
Imprint:
Springer
Pages:
812 pages
Format:
eBook
For delivery:
Download available
Computer Vision: Algorithms and Applications (PDF eBook)

Description

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 Orecipes,O 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.

Contents

Introduction.- Image Formation.- Image Processing.- Feature Detection and Matching.- Segmentation.- Feature-based Alignment.- Structure from Motion.- Dense Motion Estimation.- Image Stitching.- Computational Photography.- Stereo Correspondence.- 3D Reconstruction.- Image-based Rendering.- Recognition.

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