A Vehicle Detection Method for Aerial Image Based on YOLO

Junyan Lu, Chi Ma, Li Li, Xiaoyan Xing, Yong Zhang, Zhigang Wang, Jiuwei Xu
2018 Journal of Computer and Communications  
With the application of UAVs in intelligent transportation systems, vehicle detection for aerial images has become a key engineering technology and has academic research significance. In this paper, a vehicle detection method for aerial image based on YOLO deep learning algorithm is presented. The method integrates an aerial image dataset suitable for YOLO training by processing three public aerial image datasets. Experiments show that the training model has a good performance on unknown aerial
more » ... images, especially for small objects, rotating objects, as well as compact and dense objects, while meeting the real-time requirements.
doi:10.4236/jcc.2018.611009 fatcat:lvatfcybpraxzk4gqs3r7vng3e