Novel SAR images compression with de-speckle algorithm

被引:0
|
作者
Perrone, AL [1 ]
Basti, G [1 ]
机构
[1] Pontif Lateran Univ, IRAFS, I-00184 Rome, Italy
关键词
SAR images; neural networks; wavelet transform; speckle reduction; noise filtering;
D O I
10.1117/12.380604
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a novel method for simultaneous speckle reduction and data compression based on wavelets. The main feature of the method is that of preserving the geometrical shapes of the figures present in the noisy images. A fast algorithm, the dynamic perceptron, is applied to detect the regular shapes present in the noisy image. Another fast algorithm is then used to find the best wavelet basis in the rate-distortion sense. Subsequently a soft thresholding is applied in the wavelet domain to significantly suppress the speckles of the synthetic aperture radar (SAR) images, while maintaining bright reflections for subsequent detection.
引用
收藏
页码:484 / 495
页数:12
相关论文
共 50 条
  • [22] An improved speckle-reduction algorithm for SAR images based on anisotropic diffusion
    Li Gun
    Li Cuihua
    Zhu Yingpan
    Huang Feijiang
    Multimedia Tools and Applications, 2017, 76 : 17615 - 17632
  • [23] Speckle Noise Suppression in SAR Images Using a Three-Step Algorithm
    Yu, Ze
    Wang, Wenqi
    Li, Chunsheng
    Liu, Wei
    Yang, Jian
    SENSORS, 2018, 18 (11)
  • [24] An improved speckle-reduction algorithm for SAR images based on anisotropic diffusion
    Li Gun
    Li Cuihua
    Zhu Yingpan
    Huang Feijiang
    MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (17) : 17615 - 17632
  • [25] A protocol for speckle filtering of SAR images
    Touzi, R
    CEOS SAR WORKSHOP, 2000, 450 : 225 - 230
  • [26] Classification of SAR images in the presence of speckle
    Su, Fu-Lin
    Wu, Jiang
    Ma, Guo-Qiang
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2002, 24 (04):
  • [27] A novel compression algorithm for cell animation images
    Min, B
    Yoo, H
    Jeong, J
    Choi, B
    2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL II, PROCEEDINGS, 2001, : 459 - 462
  • [28] Novel polarimetric SAR speckle filtering algorithm based on mean shift
    Pang, Bo
    Xing, Shiqi
    Li, Yongzhen
    Wang, Xuesong
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2013, 24 (02) : 222 - 233
  • [29] Novel polarimetric SAR speckle filtering algorithm based on mean shift
    Bo Pang
    Shiqi Xing
    Yongzhen Li
    Xuesong Wang
    Journal of Systems Engineering and Electronics, 2013, 24 (02) : 222 - 233
  • [30] A selective compression algorithm for SAR images based on irregular and adaptive sampling
    Avagnina, D
    Dovis, F
    Lo Presti, L
    Mulassano, P
    ICECS 2001: 8TH IEEE INTERNATIONAL CONFERENCE ON ELECTRONICS, CIRCUITS AND SYSTEMS, VOLS I-III, CONFERENCE PROCEEDINGS, 2001, : 1171 - 1174