LSS-target detection in complex sky backgrounds | |
Y.-F.Wu; Y.-J.Wang; H.-J.Sun; P.-X.Liu | |
刊名 | Chinese Optics |
2019 | |
卷号 | 12期号:4页码:853-865 |
关键词 | Image segmentation,Aspect ratio,Computer vision,Curve fitting,Filling,Object detection,Object recognition,Signal detection |
ISSN号 | 20951531 |
DOI | 10.3788/CO.20191204.0853 |
英文摘要 | In order to detect LSS(Low, Small and Slow) targets in complex sky backgrounds, we study the visual salient region characteristics of the LSS target and scan line filling algorithm and propose an adaptive real-time detection technology for LSS targets in dynamic complex backgrounds. Firstly, a saliency map is obtained based on the Luminance Contrast(LC) of the image. Secondly, the morphological gradient is used to extract the saliency feature and the seed points of the scan line filling algorithm are obtained by the three frame difference algorithm. Then, the scan line filling algorithm is used to grow the image and the foreground is segmented using the proposed adaptive double Gauss threshold segmentation algorithm. Finally, according to the change of the object's area of occupation, the center distance and the aspect ratio of the candidate target, the false targets are eliminated and detection is completed. In order to verify the effectiveness of the algorithm, 7 test groups of complex sky background video sequences are selected and compared with other excellent detection algorithms. The results show that the running time of the proposed algorithm for moving object detection is 0.040 9 s and the accuracy rate is 89.97%. When compared with other algorithms, the average running time is reduced by 0.35 s, and the average accuracy of detection is enhanced by 24.5%. The algorithm has good stability and is robust in target detection in complex backgrounds. 2019, China Science Publishing & Media LTD. All right reserved. |
URL标识 | 查看原文 |
内容类型 | 期刊论文 |
源URL | [http://ir.ciomp.ac.cn/handle/181722/62938] |
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 | Y.-F.Wu,Y.-J.Wang,H.-J.Sun,et al. LSS-target detection in complex sky backgrounds[J]. Chinese Optics,2019,12(4):853-865. |
APA | Y.-F.Wu,Y.-J.Wang,H.-J.Sun,&P.-X.Liu.(2019).LSS-target detection in complex sky backgrounds.Chinese Optics,12(4),853-865. |
MLA | Y.-F.Wu,et al."LSS-target detection in complex sky backgrounds".Chinese Optics 12.4(2019):853-865. |
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