| Object-Aware Power Line Detection Using Color and Near-Infrared Images | |
Luo, Xiaoyan1; Zhang, Jun1; Cao, Xianbin1; Yan, Pingkun2; Li, Xuelong2
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| 作者部门 | 光学影像学习与分析中心 |
| 2014-04-01 | |
| 发表期刊 | IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS
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| ISSN | 0018-9251 |
| 卷号 | 50期号:2页码:1374-1389 |
| 摘要 | Vision-based power line detection (PLD) is an important yet challenging problem in low-altitude flight. Different from the traditional PLD methods, which only aim at line information, we propose a novel object-aware PLD method to obtain better detection performance. A new definition of power line is first proposed to present its object-aware properties; and then a cascaded PLD scheme is devised with line detection, region filtration, and object validation based on corresponding image cues in joint color (RGB) and near-infrared (NIR) images. Considering that the primary goal of PLD is to capture all potential information and decrease the false negatives, we first treat the universal line shape in pixel from joint RGB-NIR images as a basic feature to explore general line candidates. To further pick out the accurate regions occupied by power lines, on the one hand we filter the false candidates based on the region-based intensity of special material characteristics in NIR, and on the other hand we validate the power lines according to the color features in RGB. The experiments demonstrate the advantages |
| 文章类型 | Article |
| WOS标题词 | Science & Technology ; Technology |
| DOI | 10.1109/TAES.2013.120444 |
| 收录类别 | SCI ; EI |
| 关键词[WOS] | VIDEO ; NAVIGATION ; INSPECTION ; AIRCRAFT ; FUSION |
| 语种 | 英语 |
| WOS研究方向 | Engineering ; Telecommunications |
| WOS类目 | Engineering, Aerospace ; Engineering, Electrical & Electronic ; Telecommunications |
| WOS记录号 | WOS:000344364500042 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.opt.ac.cn/handle/181661/22352 |
| 专题 | 光谱成像技术研究室 |
| 作者单位 | 1.Beihang Univ, Sch Elect & Informat Engn, Beijing 100191, Peoples R China 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr OPT IMagery Anal & Learning OPTIMAL, Xian 61, Peoples R China |
| 推荐引用方式 GB/T 7714 | Luo, Xiaoyan,Zhang, Jun,Cao, Xianbin,et al. Object-Aware Power Line Detection Using Color and Near-Infrared Images[J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS,2014,50(2):1374-1389. |
| APA | Luo, Xiaoyan,Zhang, Jun,Cao, Xianbin,Yan, Pingkun,&Li, Xuelong.(2014).Object-Aware Power Line Detection Using Color and Near-Infrared Images.IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS,50(2),1374-1389. |
| MLA | Luo, Xiaoyan,et al."Object-Aware Power Line Detection Using Color and Near-Infrared Images".IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS 50.2(2014):1374-1389. |
| 条目包含的文件 | ||||||
| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| Object-Aware Power L（3384KB） | 期刊论文 | 出版稿 | 限制开放 | CC BY | 请求全文 | |
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