Unmanned Aerial Vehicles (UAVs) equipped with vision capabilities have become popular in recent years. Many applications especially been employed object detection techniques extracted from the information captured by an onboard camera. However, on UAVs requires high performance, which has a negative effect result. In this article, we propose deep feature pyramid architecture modified focal loss...