Sketch2Prototype: Rapid Conceptual Design Exploration and Prototyping with Generative AI

التفاصيل البيبلوغرافية
العنوان: Sketch2Prototype: Rapid Conceptual Design Exploration and Prototyping with Generative AI
المؤلفون: Edwards, Kristen M., Man, Brandon, Ahmed, Faez
سنة النشر: 2024
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Human-Computer Interaction, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition
الوصف: 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.
Comment: 10 pages, 7 figures
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2405.12985
رقم الأكسشن: edsarx.2405.12985
قاعدة البيانات: arXiv