| Ship Rotated Bounding Box Space for Ship Extraction from High-Resolution Optical Satellite Images with Complex Backgrounds | |
Liu ZK(刘子坤) ; Wang HZ(王洪振); Weng LB(翁璐斌); Yang YP(杨一平); Weng LB(翁璐斌)
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| 发表期刊 | IEEE Geoscience and Remote Sensing Letters
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| 2016-08 | |
| 卷号 | 13期号:8页码:1074-1078 |
| 摘要 | Extracting ships from complex backgrounds is the bottleneck of ship detection in high-resolution optical satellite images. In this letter, we propose a nearly closed-form ship rotated bounding box space used for ship detection and design a method to generate a small number of highly potential candidates based on this space. We first analyze the possibility of accurately covering all ships by labeling rotated bounding boxes. Moreover, to reduce search space, we construct a nearly closed-form ship rotated bounding box space. Then, by scoring for each latent candidate in the space using a two-cascaded linear model followed by binary linear programming, we select a small number of highly potential candidates. Moreover, we also propose a fast version of our method. Experiments on our data set validate the effectiveness of our method and the efficiency of its fast version, which achieves a close detection rate in near real time. |
| 关键词 | Ship Detection Ship Extraction From Complex Backgrounds Ship Rotated Bounding Box Space |
| DOI | 10.1109/LGRS.2016.2565705 |
| WOS记录号 | WOS:000382683100008 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.ia.ac.cn/handle/173211/14544 |
| 专题 | 综合信息系统研究中心 |
| 通讯作者 | Weng LB(翁璐斌) |
| 作者单位 | Institute of Automation, Chinese Academy of Sciences |
| 第一作者单位 | 中国科学院自动化研究所 |
| 推荐引用方式 GB/T 7714 | Liu ZK,Wang HZ,Weng LB,et al. Ship Rotated Bounding Box Space for Ship Extraction from High-Resolution Optical Satellite Images with Complex Backgrounds[J]. IEEE Geoscience and Remote Sensing Letters,2016,13(8):1074-1078. |
| APA | Liu ZK,Wang HZ,Weng LB,Yang YP,&翁璐斌.(2016).Ship Rotated Bounding Box Space for Ship Extraction from High-Resolution Optical Satellite Images with Complex Backgrounds.IEEE Geoscience and Remote Sensing Letters,13(8),1074-1078. |
| MLA | Liu ZK,et al."Ship Rotated Bounding Box Space for Ship Extraction from High-Resolution Optical Satellite Images with Complex Backgrounds".IEEE Geoscience and Remote Sensing Letters 13.8(2016):1074-1078. |
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| Ship Rotated Boundin（2182KB） | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 | |
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