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Sketch2Prototype: Rapid Conceptual Design Exploration and Prototyping with Generative AI

Authors :
Edwards, Kristen M.
Man, Brandon
Ahmed, Faez
Publication Year :
2024

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.<br />Comment: 10 pages, 7 figures

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2405.12985
Document Type :
Working Paper