火力与指挥控制2024,Vol.49Issue(1) :73-79,86.DOI:10.3969/j.issn.1002-0640.2024.01.009

基于双线性插值的单目标检测算法

A Single Target Detection Algorithm Based on Bilinear Interpolation

吕艳辉 方亮
火力与指挥控制2024,Vol.49Issue(1) :73-79,86.DOI:10.3969/j.issn.1002-0640.2024.01.009

基于双线性插值的单目标检测算法

A Single Target Detection Algorithm Based on Bilinear Interpolation

吕艳辉 1方亮1
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作者信息

  • 1. 沈阳理工大学,沈阳 110159
  • 折叠

摘要

针对已有算法对于空中小目标检测效果差、精度低、漏检等问题,提出一种基于双线性插值的单目标检测算法.对主干网络进行设计,再根据特征图的特点,使用不同的方法进行特征融合.在特征融合的过程中使用双线性插值算法进行上采样.对算法的先验框进行设计,使算法的先验框尺寸与数据集目标框尺寸更加契合.实验结果表明,提出算法的平均检测精度对比SSD提升了 10.29%,算法计算量对比Faster-RCNN减少了 82.18%.

Abstract

As the existing algorithm has such problems as poor detection effects,low precision,and missed detection of small air targets a single target detection algorithm based on the bilinear interpolation is proposed.First,the backbone network is designed,and feature fusion is carried out with different meth-ods according to the characteristics of the feature map.Then,the bilinear interpolation algorithm is used for up-sampling during feature fusion.Finally,the priori box of the algorithm is designed to make the size of the priori box of the algorithm fit better with the size of the dataset target frame.The experimental re-sults show that the average detection accuracy of the proposed algorithm is improved by 10.29%compared with that of SSD.The computational complexity of this algorithm is reduced by 82.18%compared with that of Faster-RCNN.

关键词

空中小目标检测/双线性插值/特征融合/先验框

Key words

air small target detection/bilinear interpolation/feature fusion/priori box

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基金项目

辽宁省教育厅基金资助项目(LJKZ0241)

出版年

2024
火力与指挥控制
火力与指挥控制研究会,火力与指挥控制专业情报网

火力与指挥控制

CSTPCDCSCD北大核心
影响因子:0.312
ISSN:1002-0640
参考文献量13
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