Contribution of the fractal dimension to multiscale adaptive filtering of SAR imagery

被引:15
|
作者
Germain, M [1 ]
Bénié, GB
Boucher, JM
Foucher, S
Fung, K
Goïta, K
机构
[1] Univ Sherbrooke, Ctr Applicat & Rech Teledetect, Sherbrooke, PQ J1K 2R1, Canada
[2] Ecole Natl Super Telecommun Bretagne, F-29238 Bretagne, France
[3] Ctr Canadien Teledetect, Ottawa, ON K1A 0Y7, Canada
来源
关键词
adaptive filtering; fractal dimension; multiresolution analysis; synthetic aperture radar (SAR); speckle effect; wavelet transform;
D O I
10.1109/TGRS.2003.811695
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Radar images can show great variability from pixel to pixel, which is an obstacle to effective processing. This variability, due to speckle created by, the radar wave coherence, necessitates the use of more adapted filters. Previous studies have shown that multiresolution wavelet analysis yields better results but produces artefacts due to multiscale decomposition. This paper proposes a method that reduces these effects by introducing the fractal dimension. The resultant filter combines wave let decomposition and variance change model based on the level of variance estimated by studying the fractal dimension of the image.
引用
收藏
页码:1765 / 1772
页数:8
相关论文
共 50 条
  • [1] SIDELOBE REDUCTION VIA ADAPTIVE FIR FILTERING IN SAR IMAGERY
    DEGRAAF, SR
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 1994, 3 (03) : 292 - 301
  • [2] Multiscale segmentation of SAR imagery
    Fosgate, CH
    Krim, H
    Willsky, AS
    Irving, WW
    Chaney, RD
    SIGNAL PROCESSING, SENSOR FUSION, AND TARGET RECOGNITION V, 1996, 2755 : 147 - 157
  • [3] 2-DIMENSIONAL ADAPTIVE BLOCK KALMAN FILTERING OF SAR IMAGERY
    AZIMISADJADI, MR
    BANNOUR, S
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1991, 29 (05): : 742 - 753
  • [4] Wishart-based adaptive temporal filtering of polarimetric SAR imagery
    Canty M.J.
    Nielsen A.A.
    Skriver H.
    Conradsen K.
    Remote Sens., 2020, 15
  • [5] Wishart-Based Adaptive Temporal Filtering of Polarimetric SAR Imagery
    Canty, Morton J.
    Nielsen, Allan A.
    Skriver, Henning
    Conradsen, Knut
    REMOTE SENSING, 2020, 12 (15)
  • [6] Fractal Analysis of Complex Power Load Variations Through Adaptive Multiscale Filtering
    Jiang, Aihua
    Gao, Jianbo
    2016 INTERNATIONAL CONFERENCE ON BEHAVIORAL, ECONOMIC AND SOCIO-CULTURAL COMPUTING (BESC), 2016, : 162 - 166
  • [7] Multiscale MAP filtering of SAR images
    Foucher, S
    Bénié, GB
    Boucher, JM
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (01) : 49 - 60
  • [8] Segmentation and target recognition in SAR imagery using a level-sets-multiscale-filtering technique
    Unal, G
    Krim, H
    WAVELET APPLICATIONS VIII, 2001, 4391 : 370 - 379
  • [9] FRACTAL BASED FILTERING OF SAR IMAGES
    Di Martino, Gerardo
    Iodice, Antonio
    Riccio, Daniele
    Ruello, Giuseppe
    Zinno, Ivana
    2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2010, : 2984 - 2987
  • [10] Fast Multiscale Superpixel Segmentation for SAR Imagery
    Zhang, Wei
    Xiang, Deliang
    Su, Yi
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 19