Abstract In this paper, the target detection technology based on deep learning is applied to process of object in highway aerial photography. By detecting road objects such as vehicles or crosswalk, it lays foundation for digitalization and informationization roads. Firstly, unmanned vehicle used collect images. Then YOLOv5 network, aiming at problem small target, attention mechanism introduced...