Sketch2Prototype: Rapid Conceptual Design Exploration and Prototyping with Generative AI

March 26, 2024 Β· Declared Dead Β· πŸ› Proceedings of the Design Society

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Authors Kristen M. Edwards, Brandon Man, Faez Ahmed arXiv ID 2405.12985 Category cs.HC: Human-Computer Interaction Cross-listed cs.AI, cs.CV Citations 31 Venue Proceedings of the Design Society Last Checked 4 months ago
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.
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