Ship Detection in Optical Remote Sensing Images Based on Saliency and a Rotation-Invariant Descriptor
文献类型：期刊论文
| 作者 | Dong, C.; Liu, J. H.; Xu, F. |
| 刊名 | Remote Sensing
 |
| 出版日期 | 2018 |
| 卷号 | 10期号:3页码:19 |
| 关键词 | remote sensing visual saliency radial gradient transform covariance matrix Gaussian SVM detection scheme object detection model shape Remote Sensing |
| ISSN号 | 2072-4292 |
| DOI | 10.3390/rs10030400 |
| 英文摘要 | Major challenges for automatic ship detection in optical remote sensing (ORS) images include cloud, wave, island, wake clutters, and even the high variability of targets. This paper presents a practical ship detection scheme to resolve these existing issues. The scheme contains two main coarse-to-fine stages: prescreening and discrimination. In the prescreening stage, we construct a novel visual saliency detection method according to the difference of statistical characteristics between highly non-uniform regions which allude to regions of interest (ROIs) and homogeneous backgrounds. It can serve as a guide for locating candidate regions. In this way, not only can the targets be precisely detected, but false alarms are also significantly reduced. In the discrimination stage, to get a better representation of the target, both shape and texture features characterizing the ship target are extracted and concatenated as a feature vector for subsequent classification. Moreover, the combined feature is invariant to the rotation. Finally, a trainable Gaussian support vector machine (SVM) classifier is performed to validate real ships out of ship candidates. We demonstrate the superior performance of the proposed hierarchical detection method with detailed comparisons to existing efforts. |
| 源URL | [http://ir.ciomp.ac.cn/handle/181722/61146]  |
| 专题 | 中国科学院长春光学精密机械与物理研究所 |
| 推荐引用方式 GB/T 7714 | Dong, C.,Liu, J. H.,Xu, F.. Ship Detection in Optical Remote Sensing Images Based on Saliency and a Rotation-Invariant Descriptor[J]. Remote Sensing,2018,10(3):19. |
| APA | Dong, C.,Liu, J. H.,&Xu, F..(2018).Ship Detection in Optical Remote Sensing Images Based on Saliency and a Rotation-Invariant Descriptor.Remote Sensing,10(3),19. |
| MLA | Dong, C.,et al."Ship Detection in Optical Remote Sensing Images Based on Saliency and a Rotation-Invariant Descriptor".Remote Sensing 10.3(2018):19. |
入库方式： OAI收割
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