Remote Sensing Images Target Detection Based on Deep Learning

被引:0
|
作者
Zhang, Yuan [1 ]
Zhao, Lingran [1 ]
Jia, Linjing [1 ]
Zhang, Yuhao [1 ]
Qu, Hongquan [1 ]
机构
[1] North China Univ Technol, 5 Jinyuanzhuang Rd, Beijing 100144, Peoples R China
来源
2021 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, INFORMATION AND COMMUNICATION ENGINEERING | 2021年 / 11933卷
关键词
object detection; YOLOv4; deep learning; remote sensing detection;
D O I
10.1117/12.2615300
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Target detection based on deep learning methods has important applications in the field of remote sensing images target detection. Aiming at the disadvantages of the small target scale for remote sensing images, this paper proposes an improved YOLOv4 algorithm to improve the detection effect of remote sensing images. The experimental results show that the algorithm proposed in this paper has an average accuracy rate of 2.25% higher than that of the original YOLOv4 algorithm. The accuracy of detecting small-scale targets has been significantly improved, and the amount of model parameters has also been reduced compared to the original algorithm.
引用
收藏
页数:6
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