Changchun Institute of Optics,Fine Mechanics and Physics,CAS
Rapid Vehicle Detection in Aerial Images under the Complex Background of Dense Urban Areas | |
S. J. Zhu; J. H. Liu; Y. Tian; Y. J. Zuo and C. L. Liu | |
2022 | |
发表期刊 | Remote Sensing |
卷号 | 14期号:9页码:22 |
摘要 | Vehicle detection on aerial remote sensing images under the complex background of urban areas has always received great attention in the field of remote sensing; however, the view of remote sensing images usually covers a large area, and the size of the vehicle is small and the background is complex. Therefore, compared with object detection in the ground view images, vehicle detection in aerial images remains a challenging problem. In this paper, we propose a single-scale rapid convolutional neural network (SSRD-Net). In the proposed framework, we design a global relational (GR) block to enhance the fusion of local and global features; moreover, we adjust the image segmentation method to unify the vehicle size in the input image, thus simplifying the model structure and improving the detection speed. We further introduce an aerial remote sensing image dataset with rotating bounding boxes (RO-ARS), which has complex backgrounds such as snow, clouds, and fog scenes. We also design a data augmentation method to get more images with clouds and fog. Finally, we evaluate the performance of the proposed model on several datasets, and the experimental results show that the recall and precision are improved compared with existing methods. |
DOI | 10.3390/rs14092088 |
URL | 查看原文 |
收录类别 | sci ; ei |
语种 | 英语 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ciomp.ac.cn/handle/181722/67017 |
专题 | 中国科学院长春光学精密机械与物理研究所 |
推荐引用方式 GB/T 7714 | S. J. Zhu,J. H. Liu,Y. Tian,et al. Rapid Vehicle Detection in Aerial Images under the Complex Background of Dense Urban Areas[J]. Remote Sensing,2022,14(9):22. |
APA | S. J. Zhu,J. H. Liu,Y. Tian,&Y. J. Zuo and C. L. Liu.(2022).Rapid Vehicle Detection in Aerial Images under the Complex Background of Dense Urban Areas.Remote Sensing,14(9),22. |
MLA | S. J. Zhu,et al."Rapid Vehicle Detection in Aerial Images under the Complex Background of Dense Urban Areas".Remote Sensing 14.9(2022):22. |
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Rapid Vehicle Detect(8517KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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