计算机作为共创助手:文本到图像AI模型在计算机辅助概念设计中的应用比较研究

Computers as co-creative assistants. A comparative study on the use of text-to-image AI models for computer aided conceptual design

Computers in Industry · 2024
被引 19
ABS 3

中文导读

比较文本到图像AI模型与形状语法在概念产品设计中的创意支持能力,发现AI模型在捕捉产品语法和快速生成变体方面有优势,而形状语法在探索流程和认知刺激上更扎实。

Abstract

This preliminary research presents a comparative study between Text-to-Image AI models and Shape Grammars, one of the main generative approaches to Computer Aided Conceptual Design. The goal is to determine to which extent AI models can reproduce or complement the performance of grammar algorithms as creative support tools for shape exploration in conceptual product design. Workflows, advantages and limitations are identified through a comprehensive practical comparison example. The results show many similarities regarding generative capabilities and highlight several advantages of Text-to-Image AI models, including an easier way of capturing product grammars and a wider and more immediate range of further applications. In contrast, Shape Grammars approach proved more solid in aspects related to exploration workflows and cognitive stimulation. These results encourage the research on new ways to address the interaction between designers and AI generative models, combining the AI potential with well-established generative strategies. • Text-to-image computational models can identify and produce product brand features. • They constitute a fast method to produce concept variations from existing designs. • They proved efficient tools for creative processes such as concept combination. • Shape Grammars provide better shape exploration and control of brand workflows. • Text-to-image computational models may complement existing generative tools.

计算机辅助设计概念设计人机交互人工智能形状语法