The modified You only look once (YOLO) network architecture that allows one-dimensional direction estimation along with classic object detection in real time, is considered in the task of street traffic surveillance from unmanned aerial vehicles. The key feature is a modified output fully connected layer with additional orientational parameters. It has been shown that this network can estimate the direction of vehicles on a custom testing dataset with photos.

1D Direction Estimation with A YOLO Network