Variational Methods in Image Segmentation

Language: English

Published by Birkhäuser, Birkhäuser Feb 2012, 2012

1468405691 / 9781468405699

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This item is printed on demand - Print on Demand Titel. Neuware -This book contains both a synthesis and mathematical analysis of a wide set of algorithms and theories whose aim is the automatic segmen tation of digital images as well as the understanding of visual perception. A common formalism for these theories and algorithms is obtained in a variational form. Thank to this formalization, mathematical questions about the soundness of algorithms can be raised and answered. Perception theory has to deal with the complex interaction between regions and 'edges' (or boundaries) in an image: in the variational seg mentation energies, 'edge' terms compete with 'region' terms in a way which is supposed to impose regularity on both regions and boundaries. This fact was an experimental guess in perception phenomenology and computer vision until it was proposed as a mathematical conjecture by Mumford and Shah. The third part of the book presents a unified presentation of the evi dences in favour of the conjecture. It is proved that the competition of one-dimensional and two-dimensional energy terms in a variational for mulation cannot create fractal-like behaviour for the edges. The proof of regularity for the edges of a segmentation constantly involves con cepts from geometric measure theory, which proves to be central in im age processing theory. The second part of the book provides a fast and self-contained presentation of the classical theory of rectifiable sets (the 'edges') and unrectifiable sets ('fractals').Springer Nature c/o IBS, Benzstrasse 21, 48619 Heek 268 pp. Englisch.…

Seller Inventory # 9781468405699

Title
Variational Methods in Image Segmentation
Author
Jean-Michel Morel
Publisher
Birkhäuser, Birkhäuser Feb 2012
Publication year
2012
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
1468405691
ISBN 13
9781468405699
Item weight
411 grams
Dimensions
235x155x15 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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