Multi-scale MAP denoising of SAR images

被引:0
|
作者
Isar, Dorina [1 ]
Isar, Alexandru [1 ]
Quinquis, Andre [2 ]
机构
[1] Politehnica Univ, Elect & Telecommun Fac, Timisoara, Romania
[2] ENSIETA, E3I2 EA3876, Brest, France
来源
关键词
D O I
暂无
中图分类号
P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
The SAR images are perturbed by a multiplicative noise called speckle, due to the coherent nature of the scattering phenomenon. The use of speckle reduction filters is necessary to optimize the images exploitation procedures. This paper presents a new speckle reduction method in the wavelets domain using a novel Bayesian-based algorithm, which tends to reduce the speckle, preserving the structural features (like the discontinuities) and textural information of the scene and a new discrete wavelet transform called Diversity Enhanced Discrete Wavelet Transform, DEDWT. The entire class of diversity improved wavelet transforms is characterized and is proved that the averager optimizes the synthesis step for the minimization of the mean square approximation error. A blind speckle-suppression method that performs a non-linear operation on the data, based on a new bishrink filter variant is obtained. Finally, some simulation examples prove the performance of the proposed denoising method. This performance is compared with the results obtained applying state-of-the-art speckle reduction techniques.
引用
收藏
页码:80 / +
页数:2
相关论文
共 50 条
  • [1] Multi-scale MAP denoising of SAR and SAS images - Denoising terrestrial and underwater images using statistics in the wavelets domain
    Isar, Alexandru
    Isar, Dorina
    Quinquis, Andre
    [J]. SEA TECHNOLOGY, 2007, 48 (02) : 46 - 48
  • [2] Target Recognition in SAR Images via Multi-Scale Perception and Denoising Representation
    Zheng, Penggen
    Zhou, Ying
    Wang, Wei
    Wang, Tao
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2023, 30 : 1352 - 1356
  • [3] Multi-scale MAP despeckling of SONAR images
    Isar, A
    Isar, D
    Moga, S
    Augustin, JM
    Lurton, X
    [J]. OCEANS 2005 - EUROPE, VOLS 1 AND 2, 2005, : 1292 - 1297
  • [4] Multi-Scale Proposal Generation for Ship Detection in SAR Images
    Liu, Nengyuan
    Cao, Zongjie
    Cui, Zongyong
    Pi, Yiming
    Dang, Sihang
    [J]. REMOTE SENSING, 2019, 11 (05)
  • [5] Multi-Scale Self-Attention Network for Denoising Medical Images
    Lee, Kyungsu
    Lee, Haeyun
    Lee, Moon Hwan
    Chang, Jin Ho
    Kuo, C. -C. Jay
    Oh, Seung-June
    Woo, Jonghye
    Hwang, Jae Youn
    [J]. APSIPA TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING, 2023, 12 (05) : 1 - 26
  • [6] Multi-scale MAP estimation of high-resolution images
    Zhao, Shubin
    [J]. ADVANCES IN IMAGE AND VIDEO TECHNOLOGY, PROCEEDINGS, 2006, 4319 : 1059 - 1066
  • [7] Multi-scale feature analysis method for bridge recognition in SAR images
    Yin, Dong
    Miao, Yuqing
    Li, Guiqin
    Bin Cheng
    [J]. 2007 1ST ASIAN AND PACIFIC CONFERENCE ON SYNTHETIC APERTURE RADAR PROCEEDINGS, 2007, : 517 - +
  • [8] SCALE-TRANSFERRABLE PYRAMID NETWORK FOR MULTI-SCALE SHIP DETECTION IN SAR IMAGES
    Liu, Nengyuan
    Cui, Zongyong
    Cao, Zongjie
    Pi, Yiming
    Lan, Hai
    [J]. 2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2019), 2019, : 1 - 4
  • [9] A Scale-Aware Pyramid Network for Multi-Scale Object Detection in SAR Images
    Tang, Linbo
    Tang, Wei
    Qu, Xin
    Han, Yuqi
    Wang, Wenzheng
    Zhao, Baojun
    [J]. REMOTE SENSING, 2022, 14 (04)
  • [10] A multi-scale map of cell structure fusing protein images and interactions
    Qin, Yue
    Huttlin, Edward L.
    Winsnes, Casper F.
    Gosztyla, Maya L.
    Wacheul, Ludivine
    Kelly, Marcus R.
    Blue, Steven M.
    Zheng, Fan
    Chen, Michael
    Schaffer, Leah, V
    Licon, Katherine
    Backstrom, Anna
    Vaites, Laura Pontano
    Lee, John J.
    Ouyang, Wei
    Liu, Sophie N.
    Zhang, Tian
    Silva, Erica
    Park, Jisoo
    Pitea, Adriana
    Kreisberg, Jason F.
    Gygi, Steven P.
    Ma, Jianzhu
    Harper, J. Wade
    Yeo, Gene W.
    Lafontaine, Denis L. J.
    Lundberg, Emma
    Ideker, Trey
    [J]. NATURE, 2021, 600 (7889) : 536 - +