MEAD: a Mask-guidEd Anchor-free Detector for oriented aerial object detection | |
Zewen He1,2; Zhida Ren1,2; Xuebing Yang1; Yang Yang1; Wensheng Zhang1,2 | |
刊名 | Applied Intelligence |
2021 | |
期号 | 0页码:0 |
关键词 | Oriented aerial object detection Anchor-free detector Mask-guided mechanism Cascade structure |
英文摘要 | Object detection in aerial images is a challenging task due to various orientations of objects and the lack of discriminative features. Existing methods are usually in a dilemma between accuracy and speed. While one-stage anchor-free detectors inference more quickly than two-stage frameworks, their predictions are not as accurate as that of the opposite. This paper proposes a quick and accurate detector, Mask-guidEd Anchor-free Detector (MEAD). It can rapidly locate oriented objects in aerial images by means of per-pixel prediction. Furthermore, it embeds a cascade architecture to locate targets more precisely. To enhance feature discrimination, the mask-guided branch is employed to force features to attend the foreground regions. Comparative experiments are conducted on DOTA and HRSC2016 datasets. The results show that MEAD is better than current state-of-the-art anchor-free detectors, that is, mAP 74.33 on DOTA and 89.83 on HRSC2016. |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/45004] |
专题 | 精密感知与控制研究中心_人工智能与机器学习 |
通讯作者 | Wensheng Zhang |
作者单位 | 1.Institute of Automation, Chinese Academy of Sciences, Beijing, China 2.School of Artificial Intelligence, University of Chinese Academy of Science, Beijing, China |
推荐引用方式 GB/T 7714 | Zewen He,Zhida Ren,Xuebing Yang,et al. MEAD: a Mask-guidEd Anchor-free Detector for oriented aerial object detection[J]. Applied Intelligence,2021(0):0. |
APA | Zewen He,Zhida Ren,Xuebing Yang,Yang Yang,&Wensheng Zhang.(2021).MEAD: a Mask-guidEd Anchor-free Detector for oriented aerial object detection.Applied Intelligence(0),0. |
MLA | Zewen He,et al."MEAD: a Mask-guidEd Anchor-free Detector for oriented aerial object detection".Applied Intelligence .0(2021):0. |
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