Classification of Heterogeneous Scenes in POL-SAR Image Based on Statistical Analysis

被引：0

作者：

Wang, Kan ^{[1
]}

Yu, Xin ^{[2
]}

Gou, Shuiping ^{[3
]}

机构：

[1] Southwest China Res Inst Elect Equipment, Chengdu, Peoples R China

[2] Xidian Univ, Sch Elect Engn, Xian, Shaanxi, Peoples R China

[3] Xidian Univ, Sch Artificial Intelligence, Xian, Shaanxi, Peoples R China

来源：

PROCEEDINGS OF TENCON 2018 - 2018 IEEE REGION 10 CONFERENCE | 2018年

关键词：

POL-SAR image classification; Statistical analysis; Heterogeneous scenes;

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：

In this paper, a new method is presented based on statistical framework for the classification of heterogeneous scenes in Polarimetric SAR (POL-SAR) image. Firstly, a new measurement on the heterogeneous scenes is presented based on statistical analysis to describe the local space complexity and variability. Then, an adaptive threshold is set to classify the heterogeneous scenes of POL-SAR images. The performance of our method is tested by three real POL-SAR data sets. The experiment results show that our method works well for the heterogeneous scenes classification, and can effectively suppress noise.

引用

页码：2164 / 2169

页数：6

共 16 条

[1]

Aiazzi B, 2005, INT GEOSCI REMOTE SE, P2803

[2] Information-theoretic heterogeneity measurement for SAR imagery [J].

Aiazzi, B ;

Alparone, L ;

Baronti, S .

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2005, 43 (03) :619-624

[3]

Akbari V., 2012, IEEE T GEOSCIENCE RE

[4]

Blahut R. E., 1987, PRINCIPLES PRACTICE

[5]

Cao YF, 2013, CONFERENCE PROCEEDINGS OF 2013 ASIA-PACIFIC CONFERENCE ON SYNTHETIC APERTURE RADAR (APSAR), P342

[6]

Cheeseman P., 1988, AAAI 88. Seventh National Conference on Artificial Intelligence, P607

[7] An entropy based classification scheme for land applications of polarimetric SAR [J].

Cloude, SR ;

Pottier, E .

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1997, 35 (01) :68-78

[8] A three-component scattering model for polarimetric SAR data [J].

Freeman, A ;

Durden, SL .

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1998, 36 (03) :963-973

[9] A wavelet-based texture feature set applied to classification of multifrequency polarimetric SAR images [J].

Fukuda, S ;

Hirosawa, H .

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1999, 37 (05) :2282-2286

[10] Eigenvalue Analysis-Based Approach for POL-SAR Image Classification [J].

Gou, Shuiping ;

Qiao, Xin ;

Zhang, Xiangrong ;

Wang, Weifang ;

Du, Fangfang .

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (02) :805-818

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