FloorPlanCAD is a large-scale real-world CAD vector dataset containing 15,000 floor plans, covering various types of scenes including residential towers, commercial properties, schools and hospitals, etc. Through manual annotation, the dataset provides segment-level semantic labels and instance labels for each vector element, with more than thirty label categories.