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军事领域细粒度识别技术与应用
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陆军工程大学 指挥控制工程学院

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中图分类号:

E919

基金项目:

江苏省自然科学基金青年科学基金项目BK20200581;国家自然科学基金青年科学基金项目61806220;陆军工程大学前沿科技创新项目资助


Fine-grained recognition technology and application in military domain
Author:
Affiliation:

Command and Control Engineering College,Army Engineering University of PLA

Fund Project:

Natural Science Foundation of Jiangsu Province (Project Number: BK20200581); National Natural Science Foundation of China (61806220); Frontier Science and Technology Innovation Program of Army Engineering University of PLA

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    摘要:

    复杂战场环境下往往存在着大量相似的军事目标,如:不同类型的装甲车辆,飞机和舰船等。这类目标之间往往存在着细微的差别,对这类目标的识别问题在计算机视觉领域被称为细粒度识别问题。同时,随着军事装备的不断发展,相似的军事目标往往具备着不同的作战能力,因此如何对这类细粒度军事目标识别对帮助指挥员更加准确掌握战场信息,并辅助其指挥具有重大意义。针对该问题,本文介绍了有关细粒度识别技术的发展现状,并结合军事目标识别的实际应用场景,对军事领域细粒度识别应用进行了探讨分析,并给出了可能的解决思路。

    Abstract:

    In the complex battlefield environment, there are often a lot of similar military targets, such as: different types of armored vehicles, aircraft and warships. The task of recognizing such targets called fine-grained recognition in the field of computer vision, and becomes more challenging than a normal classification task because of the subtle differences between the targets. At the same time, with the continuous development of military equipment, similar military targets often have extremely different combat capabilities. Therefore, how to recognize the fine-grained military targets is of great significance to help commanders grasp battlefield information more accurately and assist their command. In view of this problem, this paper introduces the development status of fine-grained recogniztion technology, and analyzes the application prospect and challenge of fine-grained recogniztion of military targets combined with the practical application scenarios of military target identification, and gives the possible solutions.

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历史
  • 收稿日期:2020-12-22
  • 最后修改日期:2021-02-27
  • 录用日期:2021-03-02
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