English

Evaluation of Sketch-Based and Semantic-Based Modalities for Mockup Generation

Human-Computer Interaction 2023-03-23 v1 Artificial Intelligence

Abstract

Design mockups are essential instruments for visualizing and testing design ideas. However, the process of generating mockups can be time-consuming and challenging for designers. In this article, we present and evaluate two different modalities for generating mockup ideas to support designers in their work: (1) a sketch-based approach to generate mockups based on hand-drawn sketches, and (2) a semantic-based approach to generate interfaces based on a set of predefined design elements. To evaluate the effectiveness of these two approaches, we conducted a series of experiments with 13 participants in which we asked them to generate mockups using each modality. Our results show that sketch-based generation was more intuitive and expressive, while semantic-based generative AI obtained better results in terms of quality and fidelity. Both methods can be valuable tools for UI designers looking to increase their creativity and efficiency.

Keywords

Cite

@article{arxiv.2303.12709,
  title  = {Evaluation of Sketch-Based and Semantic-Based Modalities for Mockup Generation},
  author = {Tommaso Calò and Luigi De Russis},
  journal= {arXiv preprint arXiv:2303.12709},
  year   = {2023}
}
R2 v1 2026-06-28T09:28:24.556Z