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English(EN) Zero-to-CAD: Agentic Synthesis of Interpretable CAD Programs at Million-Scale Without Real Data

AI代理生成动态CAD模型和百万级程序

研究人员开发了新的计算机辅助设计(CAD)代理系统,能够生成具有运动部件的复杂3D装配体,这是以前AI驱动的设计工具所缺乏的功能。其中一个系统AADvark集成了外部求解器和视觉反馈来推理动态交互,从而能够创建功能性的机械部件。同时,Zero-to-CAD框架合成了大约一百万个可执行的CAD序列,提供了程序化设计信息的大规模数据集。这些合成数据已被用于训练视觉语言模型,这些模型可以从图像中重建可编辑的CAD程序,性能优于现有基线。 AI

影响 代理CAD系统的进步可以加速复杂机械部件的设计和迭代,并为训练未来的AI模型提供有价值的合成数据集。

排序理由 该集群包含两篇arXiv论文,详细介绍了AI辅助CAD模型生成的新研究和框架。

在 arXiv cs.CV 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

AI代理生成动态CAD模型和百万级程序

报道来源 [3]

  1. arXiv cs.AI TIER_1 English(EN) · Mitch Adler, Matthew Russo, Michael Cafarella ·

    Agent-Aided Design for Dynamic CAD Models

    arXiv:2604.15184v2 Announce Type: replace Abstract: In the past year, researchers have created agentic systems that can design real-world CAD-style objects in a training-free setting, a new variety of system that we call Agent-Aided Design. These systems place an agent in a feedb…

  2. arXiv cs.CV TIER_1 English(EN) · Mohammadmehdi Ataei, Farzaneh Askari, Kamal Rahimi Malekshan, Pradeep Kumar Jayaraman ·

    Zero-to-CAD: Agentic Synthesis of Interpretable CAD Programs at Million-Scale Without Real Data

    arXiv:2604.24479v1 Announce Type: new Abstract: Computer-Aided Design (CAD) models are defined by their construction history: a parametric recipe that encodes design intent. However, existing large-scale 3D datasets predominantly consist of boundary representations (B-Reps) or me…

  3. arXiv cs.CV TIER_1 English(EN) · Pradeep Kumar Jayaraman ·

    Zero-to-CAD: Agentic Synthesis of Interpretable CAD Programs at Million-Scale Without Real Data

    Computer-Aided Design (CAD) models are defined by their construction history: a parametric recipe that encodes design intent. However, existing large-scale 3D datasets predominantly consist of boundary representations (B-Reps) or meshes, stripping away this critical procedural in…