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Foundations of Computer Vision: Computational Geometry,...

Foundations of Computer Vision: Computational Geometry, Visual Image Structures and Object Shape Detection

James F. Peters
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This book introduces the fundamentals of computer vision (CV), with a focus on extracting useful information from digital images and videos. Including a wealth of methods used in detecting and classifying image objects and their shapes, it is the first book to apply a trio of tools (computational geometry, topology and algorithms) in solving CV problems, shape tracking in image object recognition and detecting the repetition of shapes in single images and video frames. Computational geometry provides a visualization of topological structures such as neighborhoods of points embedded in images, while image topology supplies us with structures useful in the analysis and classification of image regions. Algorithms provide a practical, step-by-step means of viewing image structures.

The implementations of CV methods in Matlab  and Mathematica, classification of chapter problems with the symbols (easily solved) and (challenging) and its extensive glossary of key words, examples and connections with the fabric of CV make the book an invaluable resource for advanced undergraduate and first year graduate students in Engineering, Computer Science or Applied Mathematics.

It offers insights into the design of CV experiments, inclusion of image processing methods in CV projects, as well as the reconstruction and interpretation of recorded natural scenes.

Năm:
2017
In lần thứ:
1st ed.
Nhà xuát bản:
SPRINGER
Ngôn ngữ:
english
Trang:
431
ISBN 10:
3319524836
ISBN 13:
9783319524832
Loạt:
Intelligent systems reference library 124
File:
PDF, 28.65 MB
IPFS:
CID , CID Blake2b
english, 2017
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