English

Sketch2Prototype: Rapid Conceptual Design Exploration and Prototyping with Generative AI

Human-Computer Interaction 2024-05-24 v1 Artificial Intelligence Computer Vision and Pattern Recognition

Abstract

Sketch2Prototype is an AI-based framework that transforms a hand-drawn sketch into a diverse set of 2D images and 3D prototypes through sketch-to-text, text-to-image, and image-to-3D stages. This framework, shown across various sketches, rapidly generates text, image, and 3D modalities for enhanced early-stage design exploration. We show that using text as an intermediate modality outperforms direct sketch-to-3D baselines for generating diverse and manufacturable 3D models. We find limitations in current image-to-3D techniques, while noting the value of the text modality for user-feedback and iterative design augmentation.

Keywords

Cite

@article{arxiv.2405.12985,
  title  = {Sketch2Prototype: Rapid Conceptual Design Exploration and Prototyping with Generative AI},
  author = {Kristen M. Edwards and Brandon Man and Faez Ahmed},
  journal= {arXiv preprint arXiv:2405.12985},
  year   = {2024}
}

Comments

10 pages, 7 figures

R2 v1 2026-06-28T16:34:37.675Z