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
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
  • [41] Feature Preserving Speckle Filtering of the SAR Images by Wavelet Transform
    Gupta, Karunesh K.
    Gupta, Rajiv
    PHOTONIRVACHAK-JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING, 2008, 36 (01): : 51 - 60
  • [42] Speckle filtering method of SAR images based on wavelet analysis
    Bu, F.L.
    Xu, X.
    Wuhan Daxue Xuebao (Xinxi Kexue Ban)/Geomatics and Information Science of Wuhan University, 2001, 26 (04):
  • [43] Estimation of optimal parameters of the multiplicative algorithm of wavelet filtering of images
    Voskoboinikov Y.E.
    Optoelectronics, Instrumentation and Data Processing, 2017, 53 (4) : 402 - 407
  • [44] SOM-based wavelet filtering for the exploration of medical images
    Lessmann, B
    Degenhard, A
    Kessar, P
    Pointon, L
    Khazen, M
    Leach, MO
    Nattkemper, TW
    ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS, 2005, 3696 : 671 - 676
  • [45] Feature preserving speckle filtering of the SAR images by wavelet transform
    Gupta K.K.
    Gupta R.
    Journal of the Indian Society of Remote Sensing, 2008, 36 (1) : 51 - 60
  • [46] WAVELET TRANSFORM AND SCALE-SPACE FILTERING OF FRACTAL IMAGES
    PEI, SC
    TSENG, CC
    LIN, CY
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (05) : 682 - 687
  • [47] A 1D wavelet filtering for ultrasound images despeckling
    Dahdouh, Sonia
    Dubois, Mathieu
    Frenoux, Emmanuelle
    Osorio, Angel
    MEDICAL IMAGING 2010: ULTRASONIC IMAGING, TOMOGRAPHY, AND THERAPY, 2010, 7629
  • [48] Wavelet-based interpolation algorithm for MRI images
    Tapia, Daniel Flores
    Thomas, Gabriel
    Murguía, Mario Chacon
    1600, Elsevier Ltd (369): : 1 - 2
  • [49] Wavelet-based interpolation algorithm for MRI images
    Tapia, DF
    Thomas, G
    Murguía, MC
    JOURNAL OF ALLOYS AND COMPOUNDS, 2004, 369 (1-2) : 239 - 243
  • [50] A method of combined nonlinear filtering of Markov processes
    Shloma, A.M.
    Bakulin, M.G.
    Radiotekhnika, 1994, (03): : 40 - 46