Paper2Wire – A Case Study of User-Centred Development of Machine Learning Tools for UX Designers-Reference-Cited by-同舟云学术

Paper2Wire – A Case Study of User-Centred Development of Machine Learning Tools for UX Designers

Published:2021-04-01 Issue:1 Volume:20 Page:19-32
ISSN:2196-6826
Container-title:i-com
language:en
Short-container-title:

Author:

Buschek Daniel¹^ORCID,Anlauff Charlotte²,Lachner Florian²

Affiliation:

1. Research Group HCI + AI, Department of Computer Science , 26523 University of Bayreuth , Bayreuth , Germany

2. LMU Munich , Munich , Germany

Abstract

Abstract This paper reflects on a case study of a user-centred concept development process for a Machine Learning (ML) based design tool, conducted at an industry partner. The resulting concept uses ML to match graphical user interface elements in sketches on paper to their digital counterparts to create consistent wireframes. A user study (N=20) with a working prototype shows that this concept is preferred by designers, compared to the previous manual procedure. Reflecting on our process and findings we discuss lessons learned for developing ML tools that respect practitioners’ needs and practices.

Publisher

Walter de Gruyter GmbH

Subject

Computer Networks and Communications,Human-Computer Interaction,Communication,Business, Management and Accounting (miscellaneous),Information Systems,Social Psychology

Link

https://www.degruyter.com/document/doi/10.1515/icom-2021-0002/pdf

Reference29 articles.

1. Microsoft AI. 2018. Transform sketches into HTML using AI. https://sketch2code.azurewebsites.net.

2. Michel Beaudouin-Lafon and Wendy Mackay. 2003. Prototyping tools and techniques. Human Computer Interaction-Development Process (2003), 122–142.

3. Tony Beltramelli. 2018. Pix2code: Generating Code from a Graphical User Interface Screenshot. In Proceedings of the ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS ’18) (Paris, France). Association for Computing Machinery, New York, NY, USA, Article 3, 6 pages. https://doi.org/10.1145/3220134.3220135.

4. Susanne Bødker and Kaj Grønbæk. 1991. Cooperative prototyping: users and designers in mutual activity. International Journal of Man-Machine Studies 34, 3 (Mar 1991), 453–478. https://doi.org/10.1016/0020-7373(91)90030-B.

5. Maureen Carroll, Shelley Goldman, Leticia Britos, Jaime Koh, Adam Royalty, and Michael Hornstein. 2010. Destination, imagination and the fires within: Design thinking in a middle school classroom. International Journal of Art & Design Education 29, 1 (Mar 2010), 37–53. https://doi.org/10.1111/j.1476-8070.2010.01632.x.

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