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Author:

李昕炜 (李昕炜.) | 毛羽忻 (毛羽忻.) | 于建均 (于建均.) | 毛征 (毛征.)

Abstract:

通过无人机及时掌握敌方装甲车辆情况,是为从空中或地面打击敌方装甲车辆的必要条件。传统目标检测算法存在不够精确,运算速度慢等缺点,使得对目标装甲车辆监测仍存在诸多问题。本文通过大量含有装甲车辆的图像数据,在深度学习领域,采用YOLOv5s算法对装甲车辆进行目标检测。研究结果表明,在IoU=0.5的阈值下,准确率达到了79.65%,召回率为69.93%,mAP为0.766,可满足对地面装甲车辆目标检测的基本需求。

Keyword:

目标检测 YOLOv5s 深度学习

Author Community:

  • [ 1 ] 北方车辆研究所
  • [ 2 ] 北京工业大学

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Source :

Year: 2023

Language: Chinese

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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