Image Textures and Gibbs Random Fields (Computational Imaging and Vision) - Hardcover

Gimel'farb, Georgy L.

Hardcover

ISBN 10: 0792359615 ISBN 13: 9780792359616

Verlag: Springer, 1999

Inhaltsangabe

This book presents novel techniques for describing image textures. Contrary to the usual practice of embedding the images to known modelling frameworks borrowed from statistical physics or other domains, this book deduces the Gibbs models from basic image features and tailors the modelling framework to the images. This approach results in more general Gibbs models than can be either Markovian or non-Markovian and possess arbitrary interaction structures and strengths. The book presents computationally feasible algorithms for parameter estimation and image simulation and demonstrates their abilities and limitations by numerous experimental results.
The book avoids too abstract mathematical constructions and gives explicit image-based explanations of all the notions involved.
Audience: The book can be read by both specialists and graduate students in computer science and electrical engineering who take an interest in texture analysis and synthesis. Also, the book may be interesting to specialists and graduate students in applied mathematics who explore random fields.

Details zur Ausgabe

• Verlag: Springer
• Erscheinungsdatum: 1999
• Sprache: Englisch
• ISBN 10: 0792359615
• ISBN 13: 9780792359616
• Einband: Gebundene Ausgabe
• Auflage: 1
• Anzahl der Seiten: 251
• Kontakt zum Hersteller: Springer Nature Customer Service Center GmbH; ProductSafety@springernature.com; ; Europaplatz 3,69115 Heidelberg, Germany; Heidelberg; 69115; Deutschland