A PolSAR image speckle filtering method preserving point targets and dominant scattering mechanisms

被引:0
|
作者
Yi, Huiguo [1 ]
Yang, Jie [1 ]
Li, Pingxiang [1 ]
Shi, Lei [1 ]
Sun, Weidong [1 ]
Zhao, Jinqi [1 ]
Liu, Jun [1 ]
机构
[1] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
SAR; MODEL; CLASSIFICATION;
D O I
10.1080/01431161.2017.1390274
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
A new approach in polarimetric synthetic aperture radar (PolSAR) speckle filtering is proposed in this article. The proposed method preserves both point targets and dominant scattering mechanisms. The point targets are detected based on the span image, and they are then neither filtered nor involved in the other pixels' filtering. To achieve the protection of the dominant scattering mechanism of each pixel, only pixels of the same dominant scattering mechanism as the centre pixel are included in the selection of the homogeneous pixels. Both point targets not being filtered and fact that only pixels of the same dominant scattering mechanism are included in the selection of the homogeneous pixels, which greatly improves the filtering efficiency. A likelihood-ratio test statistic based on the PolSAR covariance matrices is applied to determine the homogeneous pixels. Finally, the speckle filtering is processed using the weighted minimum mean square error estimator on the homogeneous pixels. We demonstrate the obvious advantages of the proposed method over other algorithms in the preservation of point targets and dominant scattering mechanisms, speckle suppression, protection of detail information, and maintenance of polarization information, by the use of both simulated and real PolSAR data.
引用
收藏
页码:6061 / 6075
页数:15
相关论文
共 30 条
  • [1] Speckle reduction for PolSAR image based on Structure Preserving Bilateral Filtering
    Yang, Xue-Zhi
    Ye, Ming
    Wu, Ke-Wei
    Lang, Wen-Hui
    Zheng, Xin
    Li, Guo-Qiang
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2015, 37 (02): : 268 - 275
  • [2] POLSAR speckle filtering with structural feature and scattering property preservation
    Lee, KY
    Bretschneider, T
    IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings, 2005, : 332 - 335
  • [3] Ship Detection Method Based on Scattering Contribution for PolSAR Image
    Pan, Xueli
    Wu, Zhenhua
    Yang, Lixia
    Huang, Zhixiang
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 19
  • [4] Speckle filtering method based on polarimetric SAR image
    Huangfu, Yue
    Deng, Qiming
    Zhang, Weijie
    Yang, Jian
    Qinghua Daxue Xuebao/Journal of Tsinghua University, 2008, 48 (01): : 62 - 65
  • [6] An iterative PolSAR image classification method with utilizing scattering and contextual information
    Maryam Imani
    Multimedia Tools and Applications, 2024, 83 : 16605 - 16621
  • [7] SIRV-Based High-Resolution PolSAR Image Speckle Suppression via Dual-Domain Filtering
    Ren, Yexian
    Yang, Jie
    Zhao, Lingli
    Li, Pingxiang
    Shi, Lei
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 57 (08): : 5923 - 5938
  • [8] An Information-fusion Edge Preserving Method in Image Filtering
    Yi Sun
    Han Junwei
    Lu Jun
    2010 6TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS NETWORKING AND MOBILE COMPUTING (WICOM), 2010,
  • [9] Image filtering method using trimmed statistics and edge preserving
    Cai, Weiling
    Yang, Ming
    Song, Fengyi
    IET IMAGE PROCESSING, 2018, 12 (07) : 1086 - 1094
  • [10] Weighted curvature-preserving PDE image filtering method
    Tian, Wei
    Ma, Tinghuai
    Zheng, Yuhui
    Wang, Xin
    Tian, Yuan
    Al-Dhelaan, Abdullah
    Al-Rodhaan, Mznah
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2015, 70 (06) : 1336 - 1344