Image Quality Assessment of Computer-generated Images

Language: English

Published by Berlin Springer International Publishing Springer Mrz 2018, 2018

331973542X / 9783319735429

Series: Book 254 of 322 - SpringerBriefs in Computer Science

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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This item is printed on demand - it takes 3-4 days longer - Neuware -Image Quality Assessment is well-known for measuring the perceived image degradation of natural scene images but is still an emerging topic for computer-generated images. This book addresses this problem and presents recent advances based on soft computing. It is aimed at students, practitioners and researchers in the field of image processing and related areas such as computer graphics and visualization. In this book, we first clarify the differences between natural scene images and computer-generated images, and address the problem of Image Quality Assessment (IQA) by focusing on the visual perception of noise. Rather than using known perceptual models, we first investigate the use of soft computing approaches, classically used in Artificial Intelligence, as full-reference and reduced-reference metrics. Thus, by creating Learning Machines, such as SVMs and RVMs, we can assess the perceptual quality of a computer-generated image. We also investigate the use of interval-valued fuzzy sets as a no-reference metric. These approaches are treated both theoretically and practically, for the complete process of IQA. The learning step is performed using a database built from experiments with human users and the resulting models can be used for any image computed with a stochastic rendering algorithm. This can be useful for detecting the visual convergence of the different parts of an image during the rendering process, and thus to optimize the computation. These models can also be extended to other applications that handle complex models, in the fields of signal processing and image processing. 88 pp. Englisch.

Seller Inventory # 9783319735429

Title
Image Quality Assessment of Computer-generated Images
Author
André Bigand
Publisher
Berlin Springer International Publishing Springer Mrz 2018
Publication year
2018
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
331973542X
ISBN 13
9783319735429
Item weight
184 grams
Dimensions
237x157x7 mm
Series
Book 254 of 322: SpringerBriefs in Computer Science

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

Shipping rates from Germany to U.S.A.

Item5 to 15 business days5 to 15 business days
First itemUS$ 26.74US$ 26.74
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BuchWeltWeit Ludwig Meier e.K.

Germany