Papers

IndustrialCAD-1400:面向工业装配体的 text-to-CAD 评测基准发布

IndustrialCAD-1400: Benchmarking Detailed Industrial Assemblies from Text

Why we picked it

有 1400 道工业装配题的 text-to-CAD 新基准,专门考部件、接口和尺寸是否做对,比普通 CAD 数据集严得多。

IndustrialCAD-1400 是一个 text-to-CAD 评测基准,包含 1400 条工业装配体请求,覆盖 40 个领域的 400 类设备和 250 个四例设计族。每条请求中位数包含 17 个命名部件或配置角色和 6 个明确数值目标,并设有受控变体来检验尺寸变化时共享结构是否保留。模型需根据请求生成几何程序,由统一的 Blender 环境执行并输出场景、可选测量值和标准化视图。评估通过前视、等轴测和俯视图检查可见部件、布置和接口的完成度,不依赖单一参考几何。

Original · arXiv cs.AI

IndustrialCAD-1400: Benchmarking Detailed Industrial Assemblies from Text

Industrial assemblies require more than a recognizable shape: functional parts, interfaces, dimensions and service features must satisfy a detailed request together. We introduce IndustrialCAD-1400, a text-to-CAD benchmark for this industrial setting. Its 1,400 requests combine 400 equipment categories across 40 domains with 250 four-case design families. Family requests specify a median of 17 named component or configuration roles and six explicit numeric targets; controlled variants test whether dimensions change while shared structure is retained. Task construction draws on documented manufacturer information, owner specifications and engineering guidance. Models generate geometry programs from requests, and a common Blender environment executes them to produce scenes, optional measurements, and standardized views for evaluation. A request assessment of front, isometric, and top views measures visible component, arrangement, and interface fulfillment without requiring a single reference geometry. Five stratified panels preserve complete families while covering the benchmark exactly once, enabling balanced comparisons and separating industrial breadth from controlled numerical responsiveness. In conclusion, IndustrialCAD-1400 extends text-to-CAD from recognizable part geometry to industrial assembly synthesis under joint component, interface, spatial, and numerical specifications.