Real-time ship target detection based on aerial remote sensing images
文献类型：期刊论文
| 作者 | X. Jiang,W.-X. Chen,H.-T. Nie,M. Zhu and Z.-C. Hao |
| 刊名 | Guangxue Jingmi Gongcheng/Optics and Precision Engineering
 |
| 出版日期 | 2020 |
| 卷号 | 28期号:10页码:2360-2369 |
| ISSN号 | 1004924X |
| DOI | 10.37188/OPE.20202810.2360 |
| 英文摘要 | Ships are vital marine targets. Real-time ship target detection based on aerial remote-sensing images is useful in civil engineering as well as national defense security. Based on the engineering application background, land-sea segmentation and ship detection was investigated in this study using aerial remote-sensing images. Gray-scale information was used to segment the remote-sensing images with adaptive threshold; the morphological operator and hole-filling technique were combined to achieve land-sea segmentation. Furthermore, ship geometry features were used to detect the straight-line segment, and K-means density clustering was applied to complete the ship target detection. The experimental results showed that for land-sea segmentation, the land detection rate was 95.8%, the land detection error rate was 5.7%, and the land detection accuracy rate was 94.4%. For ship target detection, the detection accuracy rate was 94.1%, and the detection false alarm rate was 3.9%. The proposed technique effectively segmented the ocean and land areas of the images, and the segmentation effect was ideal. The proposed technique had the following advantages: rapid ship target detection, high accuracy, low false alarm rate, simple calculation, and easy engineering applicability. 2020, Science Press. All right reserved. |
| URL标识 | 查看原文 |
| 源URL | [http://ir.ciomp.ac.cn/handle/181722/64827]  |
| 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 | X. Jiang,W.-X. Chen,H.-T. Nie,M. Zhu and Z.-C. Hao. Real-time ship target detection based on aerial remote sensing images[J]. Guangxue Jingmi Gongcheng/Optics and Precision Engineering,2020,28(10):2360-2369. |
| APA | X. Jiang,W.-X. Chen,H.-T. Nie,M. Zhu and Z.-C. Hao.(2020).Real-time ship target detection based on aerial remote sensing images.Guangxue Jingmi Gongcheng/Optics and Precision Engineering,28(10),2360-2369. |
| MLA | X. Jiang,W.-X. Chen,H.-T. Nie,M. Zhu and Z.-C. Hao."Real-time ship target detection based on aerial remote sensing images".Guangxue Jingmi Gongcheng/Optics and Precision Engineering 28.10(2020):2360-2369. |
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