Automated Crack Segmentation for Bridge Inspection from Consumer Drones

Zara Siddiqui, Ahmed Shah, Mariam Aziz

Automation in Construction

Abstract

A segmentation model and flight protocol for inspecting concrete bridges with off-the-shelf drones, validated on 112 structures with a provincial roads authority. We report per-structure recall and the failure cases that motivated a human review workflow.

Cite

Zara Siddiqui, Ahmed Shah, Mariam Aziz (2025). Automated Crack Segmentation for Bridge Inspection from Consumer Drones. Automation in Construction.