MULTI-TEMPORAL SPECKLE REDUCTION OF POLARIMETRIC SAR IMAGES: A RATIO-BASED APPROACH

被引:0
|
作者
Deledalle, Charles-Alban [1 ]
Denis, Loic [2 ]
Ferro-Famil, Laurent [3 ]
Nicolas, Jean-Marie [4 ]
Tupin, Florence [4 ]
机构
[1] Univ Bordeaux, Bordeaux INP, IMB, CNRS, F-33405 Talence, France
[2] Univ Lyon, UJM St Etienne, Inst Opt Grad Sch, Lab Hubert Curien,CNRS,UMR 5516, St Etienne, France
[3] Univ Rennes 1, IETR Lab, CNRS, UMR 6164, Rennes, France
[4] Univ Paris Saclay, LTCI, Telecom ParisTech, Paris, France
关键词
PolSAR; speckle; matrix logarithm; variance stabilization; whitening;
D O I
10.1109/igarss.2019.8898998
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
The availability of multi-temporal stacks of SAR images opens the way to new speckle reduction methods. Beyond mere spatial filtering, the time series can be used to improve the signal-to-noise ratio of structures that persist for several dates. Among multi-temporal filtering strategies to reduce speckle fluctuations, a recent approach has proved to be very effective: ratio-based filtering (RABASAR). This method, developed to reduce the speckle in multi-temporal intensity images, first computes a "mean image" with a high signal-to-noise ratio (a so-called super-image), and then processes the ratio between the multi-temporal stack and the super-image. In this paper, we propose an extension of this approach to polarimetric SAR images. We illustrate its potential on a stack of fully-polarimetric images from RADARSAT-2 satellite.
引用
收藏
页码:899 / 902
页数:4
相关论文
共 50 条
  • [41] OPTIMAL SPECKLE REDUCTION IN POLARIMETRIC SAR IMAGERY
    NOVAK, LM
    BURL, MC
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1990, 26 (02) : 293 - 305
  • [42] Segmentation of multi-temporal polarimetric SAR data based on mean-shift and spectral graph partitioning
    Wang, Caiqiong
    Zhao, Lei
    Zhang, Wangfei
    Mu, Xiyun
    Li, Shitao
    PEERJ, 2022, 10
  • [43] Development of an algorithm for the knowledge-based classification of multi-temporal SAR-images
    Habermeyer, M
    Schmullius, CC
    RADAR PROCESSING, TECHNOLOGY, AND APPLICATIONS II, 1997, 3161 : 148 - 158
  • [44] An MRF based technique for speckle reduction in SAR images
    D'Elia, C
    Ferraiuolo, G
    Pascazio, V
    Schirnzi, G
    IGARSS 2004: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM PROCEEDINGS, VOLS 1-7: SCIENCE FOR SOCIETY: EXPLORING AND MANAGING A CHANGING PLANET, 2004, : 4211 - 4214
  • [45] Texture and speckle statistics in polarimetric SAR synthesized images
    DeGrandi, GF
    Lee, JS
    Schuler, DL
    IGARSS '97 - 1997 INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, PROCEEDINGS VOLS I-IV: REMOTE SENSING - A SCIENTIFIC VISION FOR SUSTAINABLE DEVELOPMENT, 1997, : 1414 - 1417
  • [46] Undecimated wavelet based speckle reduction for SAR images
    Gnanadurai, D
    Sadasivam, V
    PATTERN RECOGNITION LETTERS, 2005, 26 (06) : 793 - 800
  • [47] Texture and speckle statistics in polarimetric SAR synthesized images
    De Grandi, G
    Lee, JS
    Schuler, D
    Nezry, E
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (09): : 2070 - 2088
  • [48] Research on Crop Classification in Northeast China Based on Multi-source and Multi-temporal SAR Images
    He, Fachuan
    Gu, Lingjia
    Ren, Ruizhi
    Fan, Xintong
    REMOTE SENSING AND MODELING OF ECOSYSTEMS FOR SUSTAINABILITY XV, 2018, 10767
  • [49] Change detection of small objects and linear features in multi-temporal polarimetric images
    Dierking, W
    Schou, J
    Skriver, H
    IGARSS 2000: IEEE 2000 INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOL I - VI, PROCEEDINGS, 2000, : 1693 - 1695
  • [50] Sparse plus smooth decomposition models for multi-temporal SAR images
    Lobry, Sylvain
    Denis, Loic
    Tupin, Florence
    2015 8TH INTERNATIONAL WORKSHOP ON THE ANALYSIS OF MULTITEMPORAL REMOTE SENSING IMAGES (MULTI-TEMP), 2015,