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Group-Theoretical Methods in Image Understanding

✍ Scribed by Professor Kenichi Kanatani Ph.D. (auth.)


Publisher
Springer-Verlag Berlin Heidelberg
Year
1990
Tongue
English
Leaves
467
Series
Springer Series in Information Science 20
Edition
1
Category
Library

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✦ Synopsis


Image understanding is an attempt to extract knowledge about a 3D scene from 20 images. The recent development of computers has made it possible to automate a wide range of systems and operations, not only in the industry, military, and special environments (space, sea, atomic plants, etc.), but also in daily life. As we now try to build ever more intelligent systems, the need for "visual" control has been strongly recognized, and the interest in image underΒ­ standing has grown rapidly. Already, there exists a vast body of literature-ranging from general philosophical discourses to processing techniques. Compared with other works, however, this book may be unique in that its central focus is on "mathematical" principles-Lie groups and group representation theory, in particular. In the study of the relationship between the 3D scene and the 20 image, "geometry" naturally plays a central role. Today, so many branches are interΒ­ woven in geometry that we cannot truly regard it as a single subject. NevertheΒ­ less, as Felix Klein declared in his Erlangen Program, the central principle of geometry is group theory, because geometrical concepts are abstractions of properties that are "invariant" with respect to some group of transformations. In this text, we specifically focus on two groups of transformations. One is 20 rotations of the image coordinate system around the image origin. Such coordiΒ­ nate rotations are indeed irrelevant when we look for intrinsic image properties.

✦ Table of Contents


Front Matter....Pages I-XII
Front Matter....Pages 1-1
Introduction....Pages 3-20
Coordinate Rotation Invariance of Image Characteristics....Pages 21-60
3D Rotation and Its Irreducible Representations....Pages 61-102
Algebraic Invariance of Image Characteristics....Pages 103-146
Characterization of Scenes and Images....Pages 147-196
Representation of 3D Rotations....Pages 197-235
Front Matter....Pages 237-237
Shape from Motion....Pages 239-277
Shape from Angle....Pages 278-326
Shape from Texture....Pages 327-355
Shape from Surface....Pages 356-397
Back Matter....Pages 436-459

✦ Subjects


Mathematical Methods in Physics;Numerical and Computational Physics;Image Processing and Computer Vision


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