Aging civil infrastructures are closely monitored by engineers for damage and critical defects. As the manual inspection of such large structures is costly time-consuming, we working towards fully automating visual inspections to support prioritization maintenance activities. To that end combine recent advances in drone technology deep learning. Unfortunately, annotation costs incredibly high a...