Surface ship target detection in hyperspectral images based on improved variance minimum algorithm | |
Wang, Zhengzhou1,2,3![]() ![]() | |
2016 | |
会议名称 | 8th International Conference on Digital Image Processing, ICDIP 2016 |
会议录名称 | Eighth International Conference on Digital Image Processing, ICDIP 2016 |
卷号 | 2016-November |
页码 | 143-144 |
会议日期 | 2016-05-20 |
会议地点 | Chengu, China |
出版者 | SPIE |
产权排序 | 1 |
摘要 | In order to realize the effective detection of surface structure targets in hyperspectral images, an improved target detection algorithm was proposed in this paper presents to solve the CEM algorithm problems which the large object extraction efficiency is low.First, the image was preprocessed, including end-member extraction, SAM classification. Second, after the ship pixels were subtracted from all pixels, the correlation matrix of pure background pixels was constructed to detect ship target. Third, the biggest write region was found as sea region by mathematical morphology. Finally, the false target pixels were removed from all target pixels using the characteristics which ship targets were surrounded in seawater, so the final ship targets were selected in the end. Experimental results show that the final max ratio between the energy of detection target and the energy of background increased greatly, the target signal is enhanced and the background signal is suppressed by the improved algorithm. © 2016 SPIE. |
关键词 | Computational Electromagnetics Extraction Feature Extraction Independent Component Analysis Mathematical Morphology Pixels Radar Target Recognition Ships Spectroscopy Target Tracking |
学科领域 | Electricity And Magnetism |
作者部门 | 先进光学仪器研究室 |
DOI | 10.1117/12.2243872 |
收录类别 | EI ; ISTP |
ISBN号 | 9781510605039 |
语种 | 英语 |
ISSN号 | 0277786X |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/28507 |
专题 | 先进光学仪器研究室 |
作者单位 | 1.School of Electronic and Information Engineering, Xi'An Jiaotong University, Xi'an,Shanxi; 710049, China 2.University of Chinese Academy of Sciences, Beijing; 100049, China 3.Xi'An Institute of Optics and Precision Mechanics Chinese Academy of Science, Xi'an,Shanxi; 710119, China |
推荐引用方式 GB/T 7714 | Wang, Zhengzhou,Yin, Qinye,Li, Hongguang,et al. Surface ship target detection in hyperspectral images based on improved variance minimum algorithm[C]:SPIE,2016:143-144. |
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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 | ||
Surface ship target (497KB) | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 |
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