OBJECT DETECTION FOR HIGH-RESOLUTION SAR IMAGES UNDER THE SPATIAL CONSTRAINTS OF OPTICAL IMAGES

被引:0
作者
Li, Qi [1 ]
Zhang, Ye [1 ]
Chen, Hao [1 ]
Zhou, Guangjiao [1 ]
机构
[1] Harbin Inst Technol, Dept Informat Engn, Harbin, Heilongjiang, Peoples R China
来源
IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM | 2018年
关键词
High-Resolution SAR images; Object Detection; Spatial Constraints; Complex Background;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the rapid development of sensor technology, we pay more attention to object detection for high-resolution SAR images. Besides, the traditional object detection methods which only use one SAR image to accomplish detection aren't enough appreciate for some cases that the background around the object is complex. In the paper, we propose an object detection method for high-resolution SAR images under the spatial constraints of optical images. It consists of three main steps: Establishment of the spatial relation between optical and SAR images, spatial constraints projection from optical images and detection under the spatial constraints in high-resolution SAR images. At the end of the paper, we take the inshore ship detection as an example to show that the proposed method can greatly improve the accuracy and efficiency of object detection against the traditional SAR object detection methods in conditions that background around the object is complex.
引用
收藏
页码:13 / 16
页数:4
相关论文
共 10 条
[1]  
[Anonymous], 2007, PROC IEEE C COMPUT V, DOI 10.1109/CVPR.2007.383267
[2]   Active contours without edges [J].
Chan, TF ;
Vese, LA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (02) :266-277
[3]   Registration of Optical and SAR Satellite Images by Exploring the Spatial Relationship of the Improved SIFT [J].
Fan, Bin ;
Huo, Chunlei ;
Pan, Chunhong ;
Kong, Qingqun .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2013, 10 (04) :657-661
[4]   Towards reliable matching of images containing repetitive patterns [J].
Fan, Bin ;
Wu, Fuchao ;
Hu, Zhanyi .
PATTERN RECOGNITION LETTERS, 2011, 32 (14) :1851-1859
[5]  
Kreithen D. E., 1993, Lincoln Laboratory Journal, V6, P25
[6]   Distinctive image features from scale-invariant keypoints [J].
Lowe, DG .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 60 (02) :91-110
[7]   A performance evaluation of local descriptors [J].
Mikolajczyk, K ;
Schmid, C .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2005, 27 (10) :1615-1630
[8]   Extraction and Three-Dimensional Reconstruction of Isolated Buildings in Urban Scenes From High-Resolution Optical and SAR Spaceborne Images [J].
Sportouche, Helene ;
Tupin, Florence ;
Denise, Leonard .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (10) :3932-3946
[9]   Fast and Accurate Target Detection Based on Multiscale Saliency and Active Contour Model for High-Resolution SAR Images [J].
Tu, Song ;
Su, Yi .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2016, 54 (10) :5729-5744
[10]   Automatic Target Recognition of SAR Images Based on Global Scattering Center Model [J].
Zhou Jianxiong ;
Shi Zhiguang ;
Cheng Xiao ;
Fu Qiang .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (10) :3713-3729