Quantifying Aesthetics of Visual Design Applied to Automatic Design

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Springer Theses

ISBN: 3319810502
ISBN 13: 9783319810508
Autor: Jahanian, Ali
Verlag: Springer Verlag GmbH
Umfang: xiv, 137 S., 3 s/w Illustr., 42 farbige Illustr., 137 p. 45 illus., 42 illus. in color.
Erscheinungsdatum: 07.06.2018
Auflage: 1/2016
Produktform: Kartoniert
Einband: Kartoniert

In this thesis, the author makes several contributions to the study of design of graphical materials. The thesis begins with a review of the relationship between design and aesthetics, and the use of mathematical models to capture this relationship. Then, a novel method for linking linguistic concepts to colors using the Latent Dirichlet Allocation Dual Topic Model is proposed. Next, the thesis studies the relationship between aesthetics and spatial layout by formalizing the notion of visual balance. Applying principles of salience and Gaussian mixture models over a body of about 120,000 aesthetically rated professional photographs, the author provides confirmation of Arnhem’s theory about spatial layout. The thesis concludes with a description of tools to support automatically generating personalized design. – Nominated as an outstanding Ph.D. thesis by Purdue University, USA Focuses on the automatic design of visual media and the quantification of such designs‘ aesthetics Tackles the understanding of visual design concepts and principles to create solutions and interactions for users who are part of the design creation system Proposes approaches toward understanding design thinking in design of selfpublishing media

Artikelnummer: 5448839 Kategorie:

Beschreibung

In this thesis, the author makes several contributions to the study of design of graphical materials. The thesis begins with a review of the relationship between design and aesthetics, and the use of mathematical models to capture this relationship. Then, a novel method for linking linguistic concepts to colors using the Latent Dirichlet Allocation Dual Topic Model is proposed. Next, the thesis studies the relationship between aesthetics and spatial layout by formalizing the notion of visual balance. Applying principles of salience and Gaussian mixture models over a body of about 120,000 aesthetically rated professional photographs, the author provides confirmation of Arnhem's theory about spatial layout. The thesis concludes with a description of tools to support automatically generating personalized design.

Autorenporträt

Dr. Ali Jahanian graduated with a Ph.D. from the School of Electrical and Computer Engineering at Purdue University, and is currently at the Massachusetts Institute of Technology Computer Science and Artificial Intelligence Laboratory.

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