Combined Wavelet and Nonlinear Filtering for MRI Phase Images

被引:0
作者
Cruz-Enriquez, Hector [1 ]
Lorenzo-Ginori, Juan V. [1 ]
机构
[1] Univ Cent Las Villas, Ctr Studies Elect & Informat Technol, Santa Clara 54830, VC, Cuba
来源
IMAGE ANALYSIS AND RECOGNITION, PROCEEDINGS | 2009年 / 5627卷
关键词
Phase images; nonlinear filters; wavelet de-noising; magnetic resonance imaging; TO-NOISE RATIO;
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
Complex images from different processes are often acquired with a low signal to noise ratio, as it is the case with Magnetic Resonance Imaging Noise filtering is used to recover the associated phase images, mitigating negative effects such as loss of contrast and the introduction of phase residues, which constitute a major drawback for phase unwrapping processes. In this work, a group of algorithms combining nonlinear filters and wavelet de-noising were developed and applied to MRI images, in order to recover the phase information. The results obtained with the two algorithms that exhibited the best performance when applied to both phantom and real images, are shown. Application of these algorithms resulted in improvements both in terms of SNR and of the decrement in the number of phase residues.
引用
收藏
页码:83 / 92
页数:10
相关论文
共 50 条
  • [1] Nonlinear filtering based on 3D wavelet transform for MRI denoising
    Wang, Yang
    Che, Xiaoqian
    Ma, Siliang
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2012, : 1 - 14
  • [2] Nonlinear filtering based on 3D wavelet transform for MRI denoising
    Yang Wang
    Xiaoqian Che
    Siliang Ma
    EURASIP Journal on Advances in Signal Processing, 2012
  • [3] Combination of Wavelet Transform and Morphological Filtering for Enhancement of Magnetic Resonance Images
    Srivastava, Akansha
    Alankrita
    Raj, Abhishek
    Bhateja, Vikrant
    DIGITAL INFORMATION PROCESSING AND COMMUNICATIONS, PT 1, 2011, 188 : 460 - 474
  • [4] Usage of biorthogonal wavelet filtering algorithm in data processing of biomedical images
    Xiaoyi Chang
    Yuebin Li
    Ting Bai
    Tianrong Qu
    Jungang Gao
    Chao Zhao
    The Journal of Supercomputing, 2022, 78 : 17920 - 17942
  • [5] Usage of biorthogonal wavelet filtering algorithm in data processing of biomedical images
    Chang, Xiaoyi
    Li, Yuebin
    Bai, Ting
    Qu, Tianrong
    Gao, Jungang
    Zhao, Chao
    JOURNAL OF SUPERCOMPUTING, 2022, 78 (16) : 17920 - 17942
  • [6] Noise reduction in phase images for MRI
    Cruz-Enriquez, Hector
    Lorenzo-Ginori, Juan V.
    IV LATIN AMERICAN CONGRESS ON BIOMEDICAL ENGINEERING 2007, BIOENGINEERING SOLUTIONS FOR LATIN AMERICA HEALTH, VOLS 1 AND 2, 2008, 18 (1,2): : 263 - 266
  • [7] Nonlinear filtering techniques for multivariate images - Design and robustness characterization
    Koivunen, V
    Himayat, N
    Kassam, SA
    SIGNAL PROCESSING, 1997, 57 (01) : 81 - 91
  • [8] A new similarity measure for non-local means filtering of MRI images
    Dolui, Sudipto
    Kuurstra, Alan
    Patarroyo, Ivan C. Salgado
    Michailovich, Oleg V.
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2013, 24 (07) : 1040 - 1054
  • [9] Combined Oriented Data Augmentation Method for Brain MRI Images
    Farhan, Ahmeed Suliman
    Khalid, Muhammad
    Manzoor, Umar
    IEEE ACCESS, 2025, 13 : 9981 - 9994
  • [10] Signal representation and the nonlinear property of phase images
    Suksmono, Andriyan Bayu
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2007, 4 (04) : 606 - 610