Use of artificial intelligence for creative textile designs

Miniatura

Data

2022

Tytuł czasopisma

ISSN czasopisma

Tytuł tomu

Wydawca

Wydawnictwo Politechniki Łódzkiej
Lodz University of Technology Press

Abstrakt

Creativity in the design process is not only based on the problem solving ability or the utility of the outcome of the process, but it is also based on producing novel outcomes satisfying aesthetic expectations. Due to the creative aspect of the design process depending on defining and referring to evolving human defined aesthetic values and taste, applying artificial intelligence to textile and apparel design is one of the major challenges. This research aims to explore a new system for creating textile print designs by artificial intelligence methods. A dataset including various patterns such as geometrical shapes, animal figures, flowers and abstract print designs were collected from a textile printing company to be assessed and used to generate new patterns by AI. As a result, original textile print designs were generated by integrating machine learning systems. It is suggested that AI based generative design algorithms have immense potential to create novel textile design samples.

Opis

Słowa kluczowe

textile design, artificial intelligence, textile supply chain, creativity, generative adversarial networks, projektowanie tekstyliów, sztuczna inteligencja, tekstylny łańcuch dostaw, kreatywność, generatywne sieci przeciwników

Cytowanie

Vuruskan A., Devecioglu O.C., Bulgun E., Mura G., Ince T., Use of artificial intelligence for creative textile designs. W: AUTEX 2022 : 21st World Textile Conference AUTEX 2022 - AUTEX Conference Proceedings, Lodz University of Technology Press, Lodz 2022, s. 466-470, ISBN 978-83-66741-75-1, doi: 10.34658/9788366741751.98.

Kolekcje

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