A Dual-Input Moving Object Detection Method in Remote Sensing Image Sequences via Temporal Semantics

doi:10.3390/rs15092230

CIOMP OpenIR

	A Dual-Input Moving Object Detection Method in Remote Sensing Image Sequences via Temporal Semantics
	B. Wang, J. Liu, S. Zhu, F. Xu and C. Liu
	2023
发表期刊	Remote Sensing
ISSN	20724292
卷号	15 期号:9
摘要	Moving object detection in remote sensing image sequences has been widely used in military and civilian fields. However, the complex background of remote sensing images and the small sizes of moving objects bring great difficulties for effective detection. To solve this problem, we propose a real-time moving object detection method for remote sensing image sequences. This method works by fusing the semantic information from a single image extracted by the object detection branch with the motion information of multiple frames extracted by the motion detection branch. Specifically, in the motion detection branch, we design a motion feature enhancement module (MFE) to improve the interframe motion information. Then, we design a Motion Information Extraction network (MIE) to extract motion information. Finally, the moving object information is directly output by fusing the motion and semantic information extracted by the object detection branch. Based on the experimental results of the two datasets, the proposed method achieves an accuracy rate of 93.21%, a recall rate of 92.72%, an average frame rate of 25.25 frames (fps), and a performance of 96.71% in terms of AP@0.5. The performance of the proposed method is better than that of other methods, and the overall detection effect is better; therefore, it meets the needs of the detection task. © 2023 by the authors.
DOI	10.3390/rs15092230
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收录类别	sci ; ei
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/67909
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	B. Wang, J. Liu, S. Zhu, F. Xu and C. Liu. A Dual-Input Moving Object Detection Method in Remote Sensing Image Sequences via Temporal Semantics[J]. Remote Sensing,2023,15(9).
APA	B. Wang, J. Liu, S. Zhu, F. Xu and C. Liu.(2023).A Dual-Input Moving Object Detection Method in Remote Sensing Image Sequences via Temporal Semantics.Remote Sensing,15(9).
MLA	B. Wang, J. Liu, S. Zhu, F. Xu and C. Liu."A Dual-Input Moving Object Detection Method in Remote Sensing Image Sequences via Temporal Semantics".Remote Sensing 15.9(2023).

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