Image Textures and Gibbs Random Fields: v. 16 (Computational Imaging and Vision) - Image 1

£79.08

Springer Image Textures and Gibbs Random Fields: v. 16 (Computational Imaging and Vision)

Name: Image Textures and Gibbs Random Fields: v. 16 (Computational Imaging and Vision)
Brand: Springer
Price: 79.08 GBP
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AI & Machine Learning

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Description

This text presents 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. Synopsis This text presents 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.

Product Specifications

Brand: Springer
Format: hardcover
ASIN: 0792359615
Category: Books > Subjects > Computing & Internet > Computer Science > AI & Machine Learning
Domain: Amazon UK
Release Date: 30 September 1999
Listed Since: 17 November 2006

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Springer Image Textures and Gibbs Random Fields: v. 16 (Computational Imaging and Vision)

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