Laser & Optoelectronics Progress, Volume. 57, Issue 24, 241014(2020)

Ultrasonic Image Denoising Using Adaptive Bilateral Filtering Based on Back Propagation Neural Network

Xiaofang Zhu, Liang Jing, and Dangguo Shao*
Author Affiliations
  • Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, Yunnan 650500, China
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    References(21)

    [2] Chen T Y. Research on methods of medical ultrasound image denoising[D]. Harbin: Harbin Institute of Technology(2008).

    [3] Pizurica A, Philips W, Lemahieu I et al. A versatile wavelet domain noise filtration technique for medical imaging[J]. IEEE Transactions on Medical Imaging, 22, 323-331(2003).

    [7] Chen T T, Shen M F, Yang J Y. Algorithm based on compound anisotropic diffusion for image denoising[J]. Journal of Data Acquisition and Processing, 29, 757-763(2014).

    [8] Yu Y J, Acton S T. Speckle reducing anisotropic diffusion[J]. IEEE Transactions on Image Processing, 11, 1260-1270(2002).

    [12] Zhang Q, Li B[J]. The formation principle and model of ultrasound speckle Electronic Technology & Software Engineering, 2014, 118-120.

    [13] Singh P. Mukundan R, de Ryke R. Synthetic models of ultrasound image formation for speckle noise simulation and analysis[C]//2017 International Conference on Signals and Systems (ICSigSys), May 16-18, 2017, Sa, 278-284(2017).

    [14] Wang X J. The application research of speckle tracking in echocardiography processing and analysis[D]. Jinan: Shandong University(2007).

    [15] Tuthill T A, Sperry R H, Parker K J. Deviations from Rayleigh statistics in ultrasonic speckle[J]. Ultrasonic Imaging, 10, 81-89(1988).

    [16] Mohana Shankar P. A general statistical model for ultrasonic backscattering from tissues[J]. IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, 47, 727-736(2000).

    [17] Zhang H Q, Chen X Q, Tao X L. Method of ultrasound image denoising based on hybrid-order PDE[J]. Information Technology, 37, 77-80, 84(2013).

    [19] Paris S, Kornprobst P, Tumblin J et al. Bilateral filtering: Theory and applications[M]. Hanover: Now Publishers Inc.(2008).

    [21] Chen Y, Yin R M, Flynn P et al. Aggressive region growing for speckle reduction in ultrasound images[J]. Pattern Recognition Letters, 24, 677-691(2003).

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    Xiaofang Zhu, Liang Jing, Dangguo Shao. Ultrasonic Image Denoising Using Adaptive Bilateral Filtering Based on Back Propagation Neural Network[J]. Laser & Optoelectronics Progress, 2020, 57(24): 241014

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    Paper Information

    Category: Image Processing

    Received: May. 6, 2020

    Accepted: Jun. 17, 2020

    Published Online: Nov. 23, 2020

    The Author Email: Shao Dangguo (23014260@qq.com)

    DOI:10.3788/LOP57.241014

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