Liu Zeyu① Liu Bin①* Guo Weiwei① Zhang Zenghui① Zhang Bo② Zhou Yueheng② Ma Gao② Yu Wenxian①
①(Shanghai Key Laboratory of Intelligent Sensing and Recognition, Shanghai Jiao Tong University, Shanghai 200240, China) ②(China Academy of Space Technology-Xi'an, Xi'an 710100, China)
Abstract:GF-3, the first C-band full-polarimetric Synthetic Aperture Radar (SAR) satellite with a space resolution up to 1 m, has multiple strip and scan imaging modes. In this paper, we propose a maritime ship detection algorithm that detects ship targets via pixel classification in a Bayesian framework and employ effective enhancement methods to improve detection performance based on the data characteristics. We compare and analyze the results of detection experiments using the proposed algorithm with those of several Constant False Alarm Rate (CFAR) algorithms. The experimental results verify the effectiveness of the proposed algorithm.
张庆君. 高分三号卫星总体设计与关键技术[J]. 测绘学报, 2017, 46(3):269-277.Zhang Qingjun. System design and key technologies of the GF-3 satellite[J]. Acta Geodaetica et Cartographica Sinica, 2017, 46(3):269-277.[DOI:10.11947/j.AGCS.2017.20170049]
[2]
丁赤飚, 刘佳音, 雷斌, 等. 高分三号SAR卫星系统级几何定位精度初探[J]. 雷达学报, 2017, 6(1):11-16.Ding Chibiao, Liu Jiayin, Lei Bin, et al.. Preliminary exploration of systematic geolocation accuracy of GF-3 SAR satellite system[J]. Journal of Radars, 2017, 6(1):11-16.
[3]
杨劲松, 任林, 王隽. 高分三号卫星对海浪的首次定量遥感[J]. 海洋与湖沼, 2017, 48(2):207-209.Yang Jingsong, Ren Lin, and Wang Juan. The first quantitative remote sensing of ocean surface waves by Chinese GF-3 SAR satellite[J]. Oceanologia et Limnologia Sinica, 2017, 48(2):207-209.
[4]
王文煜, 谢春华, 袁新哲, 等. 高分三号卫星ATI模式海表面流场测量性能分析[J]. 航天器工程, 2017, 26(1):132-139.Wang Wen-yu, Xie Chun-hua, Yuan Xin-zhe, et al.. Performance analysis of sea surface current measurements by GF-3 satellite ATI mode[J]. Spacecraft Engineering, 2017, 26(1):132-139.
[5]
杨劲松, 王隽, 任林. 高分三号卫星对海洋内波的首次定量遥感[J]. 海洋学报, 2017, 39(1):148.Yang Jing-song, Wang Juan, and Ren Lin. The first quantitative remote sensing of ocean internal wave By Chinese GF-3 SAR satellite[J]. Haiyang Xuebao, 2017, 39(1):148. (未找到本条文献英文信息, 请核对)
[6]
Li Hengchao, Hong Wen, Wu Yirong, et al.. On the empirical-statistical modeling of SAR images with generalized gamma distribution[J]. IEEE Journal of Selected Topics in Signal Processing, 2011, 5(3):386-397.[DOI:10.1109/JSTSP.2011.2138675]
[7]
Ni Weiping, Yan Weidong, Wu Junzheng, et al.. Statistical analysis and modeling of TerraSAR-X images for CFAR based target detection[C]. Proceedings of 2013 IEEE International Geoscience and Remote Sensing Symposium, Melbourne, VIC, Australia, 2013:1983-1986.
[8]
高贵, 周蝶飞, 蒋咏梅, 等. SAR图像目标检测研究综述[J]. 信号处理, 2008, 24(6):971-981.Gao Gui, Zhou Diefei, Jiang Yongmei, et al.. Study on target detection in SAR image:A survey[J]. Signal Processing, 2008, 24(6):971-981.
[9]
艾加秋, 齐向阳. 一种基于局部K-分布的新的SAR图像舰船检测算法[J]. 中国科学院研究生院学报, 2010, 27(1):36-42.Ai Jiaqiu and Qi Xiangyang. A new ship detection algorithm based on local K-distribution in SAR images[J]. Journal of the Graduate School of the Chinese Academy of Sciences, 2010, 27(1):36-42.
[10]
Qin Xianxiang, Zhou Shilin, Zou Huanxin, et al.. A CFAR detection algorithm for generalized gamma distributed background in high-resolution SAR images[J]. IEEE Geoscience and Remote Sensing Letters, 2013, 10(4):806-810.[DOI:10.1109/LGRS.2012.2224317]
[11]
Gao Gui, Ouyang Kewei, Luo Yongbo, et al.. Scheme of parameter estimation for generalized gamma distribution and its application to ship detection in SAR images[J]. IEEE Transactions on Geoscience and Remote Sensing, 2017, 55(3):1812-1832.[DOI:10.1109/TGRS.2016.2634862]
[12]
艾加秋, 齐向阳, 禹卫东. 改进的SAR图像双参数CFAR舰船检测算法[J]. 电子与信息学报, 2009, 31(12):2881-2885.Ai Jiaqiu, Qi Xiangyang, and Yu Weidong. Improved two parameter CFAR ship detection algorithm in SAR images[J] Journal of Electronics & Information Technology, 2009, 31(12):2881-2885.
[13]
种劲松, 朱敏慧. SAR图像局部窗口K-分布目标检测算法[J]. 电子与信息学报, 2003, 25(9):1276-1280.Chong Jinsong and Zhu Minhui. Target detection algorithm of SAR image based on local window K-distribution[J]. Journal of Electronics and Information Technology, 2003, 25(9):1276-1280.
[14]
Aky?lmaz E, Demirkesen C, Nar F, et al.. Interactive ship segmentation in SAR images[C]. Proceedings of the 201321st Signal Processing and Communications Applications Conference (SIU), Haspolat, 2013:1-4.
[15]
Wang Shigang, Wang Min, Yang Shuyuan, et al.. New hierarchical saliency filtering for fast ship detection in high-resolution SAR images[J]. IEEE Transactions on Geoscience and Remote Sensing, 2017, 55(1):351-362.[DOI:10.1109/TGRS.2016.2606481]
[16]
Zhai Liang, Li Yu, and Su Yi. Inshore ship detection via saliency and context information in high-resolution SAR images[J]. IEEE Geoscience and Remote Sensing Letters, 2016, 13(12):1870-1874.[DOI:10.1109/LGRS.2016.2616187]
[17]
Zhao J, Guo W, Liu B, et al.. Ship detection for sentinel-1 SAR imagery based on a coupled convolutional neural network[J]. IEEE Geoscience and Remote Sensing Letters, submitted for reviewing.
[18]
Otsu N. A threshold selection method from gray-level histograms[J]. IEEE Transactions on Systems, Man, and Cybernetics, 1979, 9(1):62-66.[DOI:10.1109/TSMC.1979.4310076]
[19]
Duda R O and Hart P E. Use of the Hough transformation to detect lines and curves in pictures[J]. Communications of the ACM, 1972, 15(1):11-15.[DOI:10.1145/361237.361242]
[20]
Tupin F, Maitre H, Mangin J F, et al.. Detection of linear features in SAR images:Application to road network extraction[J]. IEEE Transactions on Geoscience and Remote Sensing, 1998, 36(2):434-453.[DOI:10.1109/36.662728]
[21]
Goodman J W. Some fundamental properties of speckle[J]. Journal of the Optical Society of America, 1976, 66(11):1145-1150.[DOI:10.1364/JOSA.66.001145]
[22]
Dempster A P, Laird N M, and Rubin D B. Maximum likelihood from incomplete data via the EM algorithm[J]. Journal of the Royal Statistical Society. Series B (Methodological), 1977, 39(1):1-38.
[23]
Wu Yonghui, Ji Kefeng, Yu Wenxian, et al.. Region-based classification of polarimetric SAR images using wishart MRF[J]. IEEE Geoscience and Remote Sensing Letters, 2008, 5(4):668-672.[DOI:10.1109/LGRS.2008.2002263]
[24]
吴永辉. 极化SAR图像分类技术研究[D].[博士论文], 国防科学技术大学, 2007:117-121.Wu Yonghui. Classification of polarimetric SAR images[D].[Ph.D. dissertation], National University of Defense Technology, 2007:117-121.
[25]
曹峰, 邢相薇, 计科峰. 一种SAR图像舰船目标快速检测方法[J]. 雷达科学与技术, 2012, 10(4):380-386.Cao Feng, Xing Xiangwei, and Ji Kefeng. A fast method for ship detection in SAR imagery[J]. Radar Science and Technology, 2012, 10(4):380-386.