Urban area classification with polarimetric statistical features of simulated data in PolSAR images

被引:2
作者
Zheng, Junsheng [1 ]
Zhang, Hai [1 ]
机构
[1] China Acad Engn Phys, Inst Elect Engn, Mianyang 621900, Sichuan, Peoples R China
关键词
DECOMPOSITION;
D O I
10.1049/el.2019.1153
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
A new scheme for pixel-based polarimetric synthetic aperture radar (PolSAR) classification of the urban area was proposed. First, the characteristic of urban backscattering was analysed and it was found that the backscattering of buildings is very sensitive to the orientation of buildings. Second, by utilising Euler rotation to the polarimetric coherency matrix, a sequence of data with different rotation angles was simulated. Then a polarimetric statistical feature vector would be extracted from the simulated data. At last, the feature vector together with four components decomposition result would be put into a multiple layer perceptron neural network to get the classification result. The proposed scheme can improve the accuracy of urban area classification in a PolSAR image and be verified by using AIRSAR image data of San Francisco.
引用
收藏
页码:761 / +
页数:3
相关论文
共 9 条
[1]   Deorientation Effect Investigation for Model-Based Decomposition Over Oriented Built-Up Areas [J].
Chen, Si-Wei ;
Ohki, Masato ;
Shimada, Masanobu ;
Sato, Motoyuki .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2013, 10 (02) :273-277
[2]   New polarimetric coherence parameter for built-up areas in PolSAR imagery [J].
Fan, Qinghui ;
Xiang, Deliang ;
Fan, Chongyuan .
ELECTRONICS LETTERS, 2018, 54 (03) :159-161
[3]   A canonical problem in electromagnetic backscattering from buildings [J].
Franceschetti, G ;
Iodice, A ;
Riccio, D .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (08) :1787-1801
[4]  
Iwasa S., 2011, 2011 Proceedings of Joint Urban Remote Sensing Event (JURSE 2011), P269, DOI 10.1109/JURSE.2011.5764771
[5]   The Effect of Orientation Angle Compensation on Coherency Matrix and Polarimetric Target Decompositions [J].
Lee, Jong-Sen ;
Ainsworth, Thomas L. .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (01) :53-64
[6]   Phase-difference of urban area in polarimetric SAR images [J].
Lee, K. -Y. ;
Oh, Y. ;
Kim, Y. .
ELECTRONICS LETTERS, 2012, 48 (21) :1367-1368
[7]   Polarimetric-basis transformation for land classification in PolInSAR [J].
Shang, Fang ;
Hirose, A. .
ELECTRONICS LETTERS, 2013, 49 (01) :69-70
[8]   A four-component decomposition of POLSAR images based on the coherency matrix [J].
Yamaguchi, Yoshio ;
Yajima, Yuki ;
Yamada, Hiroyoshi .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2006, 3 (03) :292-296
[9]   Four-Component Scattering Power Decomposition With Rotation of Coherency Matrix [J].
Yamaguchi, Yoshio ;
Sato, Akinobu ;
Boerner, Wolfgang-Martin ;
Sato, Ryoichi ;
Yamada, Hiroyoshi .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (06) :2251-2258