SiamHAS: Siamese Tracker with Hierarchical Attention Strategy for Aerial Tracking

doi:10.3390/mi14040893

CIOMP OpenIR

	SiamHAS: Siamese Tracker with Hierarchical Attention Strategy for Aerial Tracking
	F. Liu; J. Liu; Q. Chen; X. Wang and C. Liu
	2023
发表期刊	Micromachines
ISSN	2072666X
卷号	14 期号:4
摘要	For the Siamese network-based trackers utilizing modern deep feature extraction networks without taking full advantage of the different levels of features, tracking drift is prone to occur in aerial scenarios, such as target occlusion, scale variation, and low-resolution target tracking. Additionally, the accuracy is low in challenging scenarios of visual tracking, which is due to the imperfect utilization of features. To improve the performance of the existing Siamese tracker in the above-mentioned challenging scenes, we propose a Siamese tracker based on Transformer multi-level feature enhancement with a hierarchical attention strategy. The saliency of the extracted features is enhanced by the process of Transformer Multi-level Enhancement; the application of the hierarchical attention strategy makes the tracker adaptively notice the target region information and improve the tracking performance in challenging aerial scenarios. Meanwhile, we conducted extensive experiments and qualitative or quantitative discussions on UVA123, UAV20L, and OTB100 datasets. Finally, the experimental results show that our SiamHAS performs favorably against several state-of-the-art trackers in these challenging scenarios. © 2023 by the authors.
DOI	10.3390/mi14040893
URL	查看原文
收录类别	sci ; ei
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/67688
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	F. Liu,J. Liu,Q. Chen,et al. SiamHAS: Siamese Tracker with Hierarchical Attention Strategy for Aerial Tracking[J]. Micromachines,2023,14(4).
APA	F. Liu,J. Liu,Q. Chen,&X. Wang and C. Liu.(2023).SiamHAS: Siamese Tracker with Hierarchical Attention Strategy for Aerial Tracking.Micromachines,14(4).
MLA	F. Liu,et al."SiamHAS: Siamese Tracker with Hierarchical Attention Strategy for Aerial Tracking".Micromachines 14.4(2023).

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文件名称/大小	文献类型	版本类型	开放类型	使用许可
SiamHAS_ Siamese Tra（9664KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览请求全文