多无人机协作侦察中的车辆再识别

在多无人机协作侦察中,匹配识别不同无人机侦察发现的装甲车辆,属于车辆再识别任务.近年来,车辆再识别技术在智能交通领域得到了快速发展,但是该技术尚未在军事领域得到充分的关注和应用.本文围绕该技术的发展和军事应用展开研究,一方面,从数据集、特征表示、注意力学习、度量学习、属性学习等方面对民用车辆再识别技术进展进行综述,分析...

Vehicle re-identification in multi-UAV collaborative reconnaissance

Vehicle re-identification involves confirming whether armored vehicles captured by multi-UAV collaborative reconnaissance are the same. In recent years, vehicle re-identification has been applied to smart transportation. However, the technology has not received sufficient attention in the military field. This paper focuses on advances in vehicle re-identification and its applications for the military. We begin by surveying civilian research on vehicle re-identification in terms of datasets, feature representation, attention learning, metric learning, and attribute learning. We analyze the advantages and shortcomings of existing methods, and propose future research directions. Additionally, in the context of multi-UAV collaborative reconnaissance, we discuss applications for vehicle re-identification technology on the battlefield and suggest possible solutions regarding its limited computational resources and poor performance in complicated environments. We offer a forward-looking discussion on armored vehicle re-identification in multi-UAV collaborative reconnaissance.