An improved spatially selective filter using undecimated wavelet transform

被引:0
|
作者
Zheng, Chuanxing
Zhang, Yiming
机构
关键词
wavelet transforms; signals; filtering; image enhancement; noise;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a novel wavelet filtering method by spatial correlation thresholding based on undecimated wavelet transform (UDWT). We multiply two adjacent wavelet scales with some relative translations to line up the edges. A new threshold is presented applying to spatial correlation in our proposed scheme. Finally, we extract edge information from larger scale to smaller one only at the positions which have been extracted as edges. The simulation results indicate that our algorithm can keep edges well while removing noise greatly. It is an effective noise filtration technique especially for the signals which have abundant edge and detail information. Furthermore, it can be easily extended to edge detection, fault diagnosis, image enhancement and other applications.
引用
收藏
页码:1162 / 1165
页数:4
相关论文
共 50 条
  • [1] A spatially selective filter based on the undecimated wavelet transform that is robust to noise estimation error
    Zhou, DY
    DeBrunner, V
    Havlicek, J
    6th IEEE Southwest Symposium on Image Analysis and Interpretation, 2004, : 162 - 166
  • [2] Convolution using the undecimated discrete wavelet transform
    Guo, HT
    Burrus, CS
    1996 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, CONFERENCE PROCEEDINGS, VOLS 1-6, 1996, : 1291 - 1294
  • [3] Adaptive binning: An improved binning method for metabolomics data using the undecimated wavelet transform
    Davis, Richard A.
    Charlton, Adrian J.
    Godward, John
    Jones, Stephen A.
    Harrison, Mark
    Wilson, Julie C.
    CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2007, 85 (01) : 144 - 154
  • [4] Fabric defect detection using undecimated wavelet transform
    Bi M.
    Sun Z.
    Information Technology Journal, 2011, 10 (09) : 1701 - 1708
  • [5] Noise reduction using an undecimated discrete wavelet transform
    Univ of Bremen, Bremen, Germany
    IEEE Signal Process Lett, 1 (10-12):
  • [6] Noise reduction using an undecimated discrete wavelet transform
    Lang, M
    Guo, H
    Odegard, JE
    Burrus, CS
    Wells, RO
    IEEE SIGNAL PROCESSING LETTERS, 1996, 3 (01) : 10 - 12
  • [7] Multiscale Image Fusion Using the Undecimated Wavelet Transform With Spectral Factorization and Nonorthogonal Filter Banks
    Ellmauthaler, Andreas
    Pagliari, Carla L.
    da Silva, Eduardo A. B.
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (03) : 1005 - 1017
  • [8] EXTERNAL FORCES FOR ACTIVE CONTOURS USING THE UNDECIMATED WAVELET TRANSFORM
    Gawish, Ahmed
    Fieguth, Paul
    2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2015, : 1453 - 1457
  • [9] Bioacoustic Signals Denoising Using the Undecimated Discrete Wavelet Transform
    Gomez, Alejandro
    Ugarte, Juan P.
    Murillo Gomez, Diego Mauricio
    APPLIED COMPUTER SCIENCES IN ENGINEERING, WEA 2018, PT II, 2018, 916 : 300 - 308
  • [10] Sensitized Glaucoma Detection Using a Unique Template Based Correlation Filter and Undecimated Isotropic Wavelet Transform
    Nataraj A. Vijapur
    R. S. R. Kunte
    Journal of Medical and Biological Engineering, 2017, 37 : 365 - 373