Ali Zulfiqar Ali

Annotation by Arithmetic: Exact Mark Placement on Construction Drawings by Separating Perception from Measurement

Automated construction estimation requires more than correct quantities: an estimator must be able to see, on the drawing itself, exactly which drawn element each line item refers to. Vision-language models identify millwork items on architectural sheets reliably, but the boundin...