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
  • [21] Classification of SAR imagery based on the multiscale stochastic process
    Wen, XB
    Tian, Z
    Lin, W
    Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vols 1-9, 2005, : 5346 - 5349
  • [22] Mixture multiscale autoregressive modelling of SAR imagery for segmentation
    Wen, XB
    Tian, Z
    ELECTRONICS LETTERS, 2003, 39 (17) : 1272 - 1274
  • [23] Chromatin texture characterization using multiscale fractal dimension
    Sabino, DMU
    Nakamura, EK
    Costa, LF
    Calado, RT
    Zago, MA
    DSP 2002: 14TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING PROCEEDINGS, VOLS 1 AND 2, 2002, : 529 - 533
  • [24] Adaptive Iterative Depeckling of SAR Imagery
    Lee, Sang-Hoon
    KOREAN JOURNAL OF REMOTE SENSING, 2007, 23 (05) : 455 - 464
  • [25] MPFNet: A Multiscale Phase Filtering Network for Interferometric SAR
    Sun, Tao
    Wang, Zhen
    Ding, Zegang
    Zhao, Jian
    Zhu, Kaiwen
    Chen, Zhizhou
    Li, Han
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2025, 22
  • [26] Fractal analysis and validation of a sea-surface fractal model for SAR imagery
    Berizzi, F
    Gamba, P
    Garzelli, A
    Monorchio, A
    REMOTE SENSING FOR EARTH SCIENCE, OCEAN, AND SEA ICE APPLICATIONS, 1999, 3868 : 612 - 621
  • [27] An Adaptive Multiscale Gaussian Co-Occurrence Filtering Decomposition Method for Multispectral and SAR Image Fusion
    Gong, Xunqiang
    Hou, Zhaoyang
    Ma, Ailong
    Zhong, Yanfei
    Zhang, Meng
    Lv, Kaiyun
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2023, 16 : 8215 - 8229
  • [28] Fractional dimension filtering for multiscale lung nodule detection
    Mao, F
    Qian, W
    Clarke, LP
    IMAGE PROCESSING - MEDICAL IMAGING 1997, PTS 1 AND 2, 1997, 3034 : 449 - 456
  • [30] COMPLEX SAR IMAGERY AND SPECKLE FILTERING FOR WAVE IMAGING
    CORDEY, RA
    MACKLIN, JT
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1989, 27 (06): : 66 - 673