CFP last date
15 May 2024
Reseach Article

Nonlinear Diffusion based on Bayesian Estimator in Laplacian Pyramid Domain for Ultrasonic Speckle Reduction

by Md. Motiur Rahman, Mina, Mohammad Azim
International Journal of Applied Information Systems
Foundation of Computer Science (FCS), NY, USA
Volume 4 - Number 9
Year of Publication: 2012
Authors: Md. Motiur Rahman, Mina, Mohammad Azim
10.5120/ijais12-450795

Md. Motiur Rahman, Mina, Mohammad Azim . Nonlinear Diffusion based on Bayesian Estimator in Laplacian Pyramid Domain for Ultrasonic Speckle Reduction. International Journal of Applied Information Systems. 4, 9 ( December 2012), 27-30. DOI=10.5120/ijais12-450795

@article{ 10.5120/ijais12-450795,
author = { Md. Motiur Rahman, Mina, Mohammad Azim },
title = { Nonlinear Diffusion based on Bayesian Estimator in Laplacian Pyramid Domain for Ultrasonic Speckle Reduction },
journal = { International Journal of Applied Information Systems },
issue_date = { December 2012 },
volume = { 4 },
number = { 9 },
month = { December },
year = { 2012 },
issn = { 2249-0868 },
pages = { 27-30 },
numpages = {9},
url = { https://www.ijais.org/archives/volume4/number9/388-0795/ },
doi = { 10.5120/ijais12-450795 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2023-07-05T10:48:01.809945+05:30
%A Md. Motiur Rahman
%A Mina
%A Mohammad Azim
%T Nonlinear Diffusion based on Bayesian Estimator in Laplacian Pyramid Domain for Ultrasonic Speckle Reduction
%J International Journal of Applied Information Systems
%@ 2249-0868
%V 4
%N 9
%P 27-30
%D 2012
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Laplacian pyramid based nonlinear diffusion (LPND) method is proposed for speckle noise reduction in medical ultrasound imaging. In this method, speckle is removed by nonlinear diffusion filtering of bandpass ultrasound images in Laplacian pyramid domain. For nonlinear diffusion in each pyramid layer, a Bayesian threshold is automatically determined by a variation of robust median estimator. The proposed LPND method reduces speckle noise significantly while preserving sharp image details. The superiority of the proposed LPND over the conventional LPND based on Gaussian filtering and LPND method based on Butterworth filtering based speckle reduction technique is demonstrated by applying them on synthetic and real ultrasound B-mode images.

References
  1. Fan Zhang, Yang Mo Yoo, Liang Mong Koh, and Yongmin Kim," Nonlinear Diffusion in Laplacian Pyramid Domain for Ultrasonic, Speckle Reduction" IEEE Trans. Medicalimaging, vol. 26, No. 2, Feb 2007.
  2. X. Hao, S. Gao, and X. Gao, "A novel multiscale nonlinear thresholding method for ultrasonic speckle suppressing," IEEE Truns Medicalimaging, vol. 18, pp. 787-794, Sept. 1999.
  3. A. Achim, A. Bezerianos, and P. Tsakalides, "Novel Bayesian multiscale method for speckle removal in medical ultrasound images," vol. 20, pp. 772-783, Aug. 2001.
  4. A. Pizurica, W. Philips, I. Lemahieu, and M. Acheroy, "A versatile wavelet domain noise filtration technique for medical imaging," IEEE Trm. MedicuIImuging, vol. 22, pp. 323 - 331, Mar. 2003.
  5. P. J. Burt and E. A. Adelson, "The Laplacian pyramid as a compact image code,"IEEE Trans. Contnnm. , vol. 31, pp. 532-540, Apr. 1983.
  6. M. N. Do and M. Vetterli, "Framing pyramids," IEEE Trm. Sign01 Processing, vol. 51, pp. 2329-2342. Sept. 2003.
  7. P. Perona and J. Malik, "Scale-space and edge detection using anisotropic diffusion,"I EEE Trans. Purrem Anal. Machine InteII. , vol. 12, pp. 629-639, July 1990.
  8. F. Catte, P. -L. Lions, J. -M. Morel, and T. Coil, "Image selective smoothing and edge detection by nonlinear diffusion," SiXMJ. Numr. Anal. , vol. 29,pp. 182-193,Feb. 1992.
  9. D. L. Donoha, "De-noising by soft thresholding," IEEE Trans. Inform. Theory, vol. 41, pp. 613-627, May 1995.
  10. Y. J. Yu and S. T. Acton, "Speckle reducing anisotropic diffusion," IEEE Trans. Image Process. , vol. 11, no. 11, pp. 1260–1270, Nov. 2002.
  11. K. Z. Abd-Elmoniem, A. M. Youssef, and Y. M. Kadah, "Real-time speckle reduction and coherence enhancement in ultrasound imaging via nonlinear anisotropic diffusion," IEEE Trans. Biomed. Eng. , vol. 49, no. 9, pp. 997–1014, Sep. 2002.
  12. D. Kunz, K. Eck, H. Fillbrandt, and T. Aach, "A nonlinear multi- resolution gradient adaptive filter for medical images," Proc. SPIE Med. Imag. , vol. 5032, pp. 732–742, 2003.
Index Terms

Computer Science
Information Sciences

Keywords

Laplacian pyramid multiscale analysis nonlinear diffusion speckle reduction Bayesian estimator ultrasound imaging