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  4. SketchAI: A "Sketch-First" Approach to Incorporating Generative AI into Fashion Design
 
conference paper

SketchAI: A "Sketch-First" Approach to Incorporating Generative AI into Fashion Design

Davis, Richard Lee
•
Mwaita, Kevin Fred
•
Müller, Livia
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April 25, 2025
CHI EA '25: Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems
CHI EA 25: Extended Abstracts of the CHI Conference on Human Factors in Computing Systems

Generative AI technologies are increasingly being incorporated into creativity support tools. However, most generative AI tools rely on text-based prompting, requiring users to translate visual ideas into linguistic descriptions. This approach is misaligned with the sketch-driven workflows of creative professionals. To address this gap, we introduce SketchAI, a novel sketch-first interface for diffusion models that allows practitioners to use real-time sketching on a tablet computer to guide model outputs. Through a qualitative study with 29 fashion design apprentices, we explored the interface’s potential impacts on creative workflows. While some participants identified use cases where SketchAI streamlined routine tasks, others expressed concerns about its potential to undermine creative agency and exploration. These findings unearthed hidden complexity: while generative AI can support some aspects of creativity, its core capabilities may challenge the central identity of creative practitioners. While SketchAI does not resolve this problem, it does take a meaningful step towards reconciliation.

  • Details
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Type
conference paper
DOI
10.1145/3706599.3719782
Author(s)
Davis, Richard Lee

KTH Royal Institute of Technology, Stockholm, Sweden

Mwaita, Kevin Fred

Free University of Bozen-Bolzano, Bolzano, Italy

Müller, Livia

HAIS, Bern University of Applied Sciences, Bern, Switzerland

Tozadore, Daniel  

EPFL

Novikova, Aleksandra  

EPFL

Käser, Tanja  

EPFL

Wambsganss, Thiemo

HAIS, Bern University of Applied Sciences, Bern, Switzerland

Date Issued

2025-04-25

Publisher

ACM

Publisher place

New York, NY, USA

Published in
CHI EA '25: Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems
ISBN of the book

979-8-4007-1395-8

Article Number

483

Start page

1

End page

7

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
EPFL  
Event nameEvent acronymEvent placeEvent date
CHI EA 25: Extended Abstracts of the CHI Conference on Human Factors in Computing Systems

CHI EA '25

Yokohama Japan

2025-04-26 - 2025-05-01

FunderFunding(s)Grant NumberGrant URL

BeLEARN

Available on Infoscience
May 5, 2025
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/249787
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