Sketch2Prototype: Rapid Conceptual Design Exploration and Prototyping with Generative AI
Edwards, Kristen M., Man, Brandon, Ahmed, Faez
–arXiv.org Artificial Intelligence
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.
arXiv.org Artificial Intelligence
Mar-25-2024
- Country:
- North America
- United States
- New York > New York County
- New York City (0.04)
- Massachusetts > Middlesex County
- Cambridge (0.05)
- New York > New York County
- Canada > Manitoba
- Westman Region > Brandon (0.04)
- United States
- Asia > Japan
- Honshū > Chūbu > Ishikawa Prefecture > Kanazawa (0.04)
- North America
- Genre:
- Research Report (1.00)
- Technology: