One sweep, all segments: a line segment detector that reads the image exactly once — O(width) memory, integer-only streaming core — with HLS and Verilog RTL running live on an FPGA at 1080p30.

Measured line-segment localisation uncertainty, posterior ridge re-measurement, and uncertainty-aware VP/Manhattan estimation.