EXPLORING THE ROLE OF TEXT-TO-IMAGE AI IN CONCEPT GENERATION
Authors:
Open Access
- 19 June 2023
- journal article
- research article
- Published by Cambridge University Press (CUP) in Proceedings of the Design Society
- Vol. 3, 1835-1844
Abstract
Artificial intelligence (AI) capable of generating images from a text prompt are becoming increasingly prevalent in society and design. The general public can use their computers and mobile devices to ask a complex text-to-image AI to create an image which is in some cases indistinguishable from that which a human could create using a computer graphics package. These images are shared on social media and have been used in the creation of art projects, documents and publications. This exploratory study aimed to identify if modern text-to-image AI (Midjourney, DALL-E 2, and Disco Diffusion) could be used to replace the designer in the concept generation stage of the design process. Teams of design students were asked to evaluate AI generated concepts from 15 to a final concept. The outcomes of this research are a first of its kind for the field of engineering design, in the identification of barriers in the use of current text-to-image AI for the purpose of engineering design. The discussion suggests how this can be overcome in the short term and what knowledge the research community needs to build to overcome these barriers in the long term.Keywords
This publication has 16 references indexed in Scilit:
- A COMPUTATIONAL APPROACH TO GENERATE DESIGN WITH SPECIFIC STYLEProceedings of the Design Society, 2021
- Integrating deep learning into CAD/CAE system: generative design and evaluation of 3D conceptual wheelStructural and Multidisciplinary Optimization, 2021
- A Systematic Literature Review about Idea Mining: The Use of Machine-Driven Analytics to Generate Ideas2021
- Artificial intelligence applied to conceptual design. A review of its use in architectureAutomation in Construction, 2021
- ANALYSIS OF INTENT-DESIGN RELATIONSHIP FOR ARTIFICIAL INTELLIGENCE DESIGN AGENT MODEL BASED ON PRODUCT PURCHASING PROCESSProceedings of the Design Society: DESIGN Conference, 2020
- Creative Sketching Apprentice: Supporting Conceptual Shifts in Sketch Ideation2019
- An advanced CAD/CAE integration method for the generative design of face gearsAdvances in Engineering Software, 2018
- Multi-dimensional creativity: a computational perspectiveInternational Journal of Design Creativity and Innovation, 2015
- The Function-Behaviour-Structure Ontology of Design2014
- The contribution of technology selection to core competenciesInternational Journal of Production Economics, 2002