Quantifying Aesthetics of Visual Design Applied to Automatic Design

Jahanian, Ali

doi:10.1007/978-3-319-31486-0

Cited by 4 publications

(3 citation statements)

References 177 publications

(293 reference statements)

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“…On the same note, adding additional colors could yield interesting findings. Along with this, it is important to note that the notion of color semantics, which is investigating the meaning of colors, as another aspect of color palette design . In this respect, the relationship between meaningful colors and products needs further investigation.…”

Section: Limitationsmentioning

confidence: 99%

Color harmonies in packaging

Hurley

Randall

O'Hara

et al. 2016

Color Research & Application

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The goal of this research was to determine whether or not there was a difference between consumer preferences for color harmonies for products where external labels and visible product existed simultaneously. Using established color theory, transparent packages containing visible products with colored labels were evaluated. Eye tracking metrics and overall preference testing were used to assess these products. Eye tracking data yielded quantitative data that was statistically analyzed using analysis of variance. A post experiment survey was given to participants to collect demographics and additional data was completed through chi-squared tests for association. No significant difference was found between color harmonies and preference, nor was there significance for the eye tracking metrics. These results of no significance are ideal for designers because it gives them the freedom to use their judgment when designing packaging labels.

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Section: Limitationsmentioning

confidence: 99%

Color harmonies in packaging

Hurley

Randall

O'Hara

et al. 2016

Color Research & Application

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“…There are often two approaches for this approximation [Blei 2012]: variational inference [Jordan et al 1999;Teh et al 2006] and Markov chain Monte Carlo (MCMC) sampling [Andrieu et al 2003;Griffiths 2002]. For the sampling approach, the collapsed Gibbs version of sampling is discussed in [Porteous et al 2008;Griffiths and Steyvers 2004;Shu et al 2009 Topic Modeling toolbox [Steyvers and Griffiths 2014] developed by [Griffiths and Steyvers 2004] for LDA (see [Jahanian 2014] for our derivations of LDA-dual).…”

Section: Inferencementioning

confidence: 99%

“…The visualized histograms just illustrate the principal components. Of course, other levels of granularity can be visualized if needed (see [Jahanian 2014] for more examples). Note that in this figure, similar to "WORD TOPIC 1", "COLOR TOPIC 1" is a distribution over some colors.…”

Section: Inferencementioning

confidence: 99%

Colors $-$Messengers of Concepts: Visual Design Mining for Learning Color Semantics

Jahanian,

Vishwanathan,

Allebach

2015

Preprint

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This paper studies the concept of color semantics by modeling a dataset of magazine cover designs, evaluating the model via crowdsourcing, and demonstrating several prototypes that facilitate color-related design tasks. We investigate a probabilistic generative modeling framework that expresses semantic concepts as a combination of color and word distributions -colorword topics. We adopt an extension to Latent Dirichlet Allocation (LDA) topic modeling called LDA-dual to infer a set of color-word topics over a corpus of 2,654 magazine covers spanning 71 distinct titles and 12 genres. While LDA models text documents as distributions over word topics, we model magazine covers as distributions over color-word topics. The results of our crowdsourced experiments confirm that the model is able to successfully discover the associations between colors and linguistic concepts. Finally, we demonstrate several simple prototypes that apply the learned model to color palette recommendation, design example retrieval, image retrieval, image color selection, and image recoloring.

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Aesthetics and Empowerment

Xue,

Yao,

et al. 2023

Lecture Notes in Computer Science

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Quantifying Aesthetics of Visual Design Applied to Automatic Design

Cited by 4 publications

References 177 publications

Color harmonies in packaging

Color harmonies in packaging

Colors $-$Messengers of Concepts: Visual Design Mining for Learning Color Semantics

Aesthetics and Empowerment

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