الملخص
Reconstructing editable parametric CAD models from a single-view image is of great practical value for modern manufacturing, yet remains challenging due to incomplete geometric observations and complex inter-part relationships. To address it, we propose CADForge, an agentic framework that progressively converts a single image into CadQuery programs. CADForge decomposes an object into CAD-meaningful components and performs explicit geometric reasoning for each component, a process that first identifies CAD-relevant constraints and then translates them into precise modeling parameters through mathematical code. The inferred parameters then drive component-wise synthesis of executable CadQuery programs, with a review agent evaluating the resulting geometry and providing targeted feedback for iterative refinement. To further improve robustness and efficiency, CADForge incorporates a failure-guided toolkit construction mechanism to distill accumulated experience into tools, and maintains a compact parametric CAD memory for retrieving modeling context on demand. Experiments on diverse single- and multi-part objects show that CADForge consistently outperforms existing baselines in reconstruction fidelity and perceptual quality, demonstrating an effective approach to accurate single-view CAD reconstruction.
الكلمات المفتاحية
بيانات النشر
- المجلة
- غير متاح
- وصول مفتوح
- وصول مفتوح أخضر
اقتبس هذه المقالة
APA 7
Lu, K., Yang, Z., Dong, T., Xing, M., Xiao, Z., & Wang, Y. (2026). CADForge: Agentic Single-View CAD Reconstruction with Explicit Geometry Reasoning. https://omanscience.com/ar/articles/cadforge-agentic-single-view-cad-reconstruction-with-explicit-geometry-reasoning
MLA 9
Lu, Keyang, et al. "CADForge: Agentic Single-View CAD Reconstruction with Explicit Geometry Reasoning." https://omanscience.com/ar/articles/cadforge-agentic-single-view-cad-reconstruction-with-explicit-geometry-reasoning.
شيكاغو (المؤلف–التاريخ)
Lu, Keyang, Zhifei Yang, Tianao Dong, Mingzhe Xing, Zhen Xiao, and Yikai Wang. 2026. "CADForge: Agentic Single-View CAD Reconstruction with Explicit Geometry Reasoning." https://omanscience.com/ar/articles/cadforge-agentic-single-view-cad-reconstruction-with-explicit-geometry-reasoning.
هارفارد
Lu, K., Yang, Z., Dong, T., Xing, M., Xiao, Z. and Wang, Y. (2026) 'CADForge: Agentic Single-View CAD Reconstruction with Explicit Geometry Reasoning', Available at: https://omanscience.com/ar/articles/cadforge-agentic-single-view-cad-reconstruction-with-explicit-geometry-reasoning.
فانكوفر
Lu K, Yang Z, Dong T, Xing M, Xiao Z, Wang Y. CADForge: Agentic Single-View CAD Reconstruction with Explicit Geometry Reasoning. https://omanscience.com/ar/articles/cadforge-agentic-single-view-cad-reconstruction-with-explicit-geometry-reasoning
IEEE
K. Lu, Z. Yang, T. Dong, M. Xing, Z. Xiao, and Y. Wang, "CADForge: Agentic Single-View CAD Reconstruction with Explicit Geometry Reasoning," https://omanscience.com/ar/articles/cadforge-agentic-single-view-cad-reconstruction-with-explicit-geometry-reasoning.