- Title
- Smartcolor : automatic web color scheme generation based on deep learning
- Creator
- Feng, Zhitao; Hou, Mingliang; Liu, Huiyang; Kaur, Achhardeep; Febrinanto, Falih
- Date
- 2021
- Type
- Text; Conference paper
- Identifier
- http://researchonline.federation.edu.au/vital/access/HandleResolver/1959.17/179736
- Identifier
- vital:15649
- Identifier
-
https://doi.org/10.1109/ICICS52457.2021.9464536
- Identifier
- ISBN:9781665433518 (ISBN)
- Abstract
- The color scheme plays an important role in different aspects of our everyday lives, such as web design and human-computer interaction. The generation of color scheme requires a long-term accumulation of design experience and advanced knowledge of color matching. However, there is little work focusing on the automatic generation of color scheme based on learning capabilities. In this work, we propose a novel color scheme designer, SmartColor, which incorporates deep learning methods with knowledge of color psychology. The Generative Adversarial Network (GAN) is used to learn experienced insights from widely recognized color schemes obtained from online color matching websites. Color schemes based on various themes are transformed as statistical constraints in the construction of the objective function of GAN. SmartColor is both data-driven and knowledge-driven. In contrast to current color scheme solutions. SmartColor will automatically create color schemes based on the input theme. Experimental results show that SmartColor was successful in creating color schemes for websites. © 2021 IEEE. **Please note that there are multiple authors for this article therefore only the name of the first 5 including Federation University Australia affiliate “Achhardeep Kaur and Falih Febrinanto” is provided in this record**
- Publisher
- Institute of Electrical and Electronics Engineers Inc.
- Relation
- 12th International Conference on Information and Communication Systems, ICICS 2021 p. 285-290
- Rights
- All metadata describing materials held in, or linked to, the repository is freely available under a CC0 licence
- Rights
- Copyright ©2021 IEEE
- Subject
- Color psychology; Color scheme; Generative Adversarial Network; Web
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