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 |
ISSN | 2072-4292 |
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 |
DOI | 10.3390/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 | |
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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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Eagle-Eye-Inspired A(2850KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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