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Eagle-Eye-Inspired Attention for Object Detection in Remote Sensing
Liu, Kang1,2; Huang, Ju1,2,3; Li, Xuelong1,2
作者部门光谱成像技术研究室
2022-04
发表期刊REMOTE SENSING
ISSN2072-4292
卷号14期号:7
产权排序3
摘要

Object detection possesses extremely significant applications in the field of optical remote sensing images. A great many works have achieved remarkable results in this task. However, some common problems, such as scale, illumination, and image quality, are still unresolved. Inspired by the mechanism of cascade attention eagle-eye fovea, we propose a new attention mechanism network named the eagle-eye fovea network (EFNet) which contains two foveae for remote sensing object detection. The EFNet consists of two eagle-eye fovea modules: front central fovea (FCF) and rear central fovea (RCF). The FCF is mainly used to learn the candidate object knowledge based on the channel attention and the spatial attention, while the RCF mainly aims to predict the refined objects with two subnetworks without anchors. Three remote sensing object-detection datasets, namely DIOR, HRRSD, and AIBD, are utilized in the comparative experiments. The best results of the proposed EFNet are obtained on the HRRSD with a 0.622 AP score and a 0.907 AP(50) score. The experimental results demonstrate the effectiveness of the proposed EFNet for both multi-category datasets and single category datasets.

关键词remote sensing object detection eagle-eye fovea network (EFNet) anchor-free attention mechanism
DOI10.3390/rs14071743
收录类别SCI ; EI
语种英语
WOS记录号WOS:000781464900001
出版者MDPI
EI入藏号20221712029080
引用统计
被引频次:5[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/95841
专题光谱成像技术研究室
通讯作者Huang, Ju
作者单位1.Northwestern Polytech Univ, Sch Artificial Intelligence OPt & Elect iOPEN, Xian 710072, Peoples R China
2.Northwestern Polytech Univ, Key Lab Intelligent Interact & Applicat, Minist Ind & Informat Technol, Xian 710072, Peoples R China
3.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Shaanxi Key Lab Ocean Opt, Xian 710119, Peoples R China
推荐引用方式
GB/T 7714
Liu, Kang,Huang, Ju,Li, Xuelong. Eagle-Eye-Inspired Attention for Object Detection in Remote Sensing[J]. REMOTE SENSING,2022,14(7).
APA Liu, Kang,Huang, Ju,&Li, Xuelong.(2022).Eagle-Eye-Inspired Attention for Object Detection in Remote Sensing.REMOTE SENSING,14(7).
MLA Liu, Kang,et al."Eagle-Eye-Inspired Attention for Object Detection in Remote Sensing".REMOTE SENSING 14.7(2022).
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