» Articles » PMID: 19482578

Nonlocal Means-based Speckle Filtering for Ultrasound Images

Overview
Date 2009 Jun 2
PMID 19482578
Citations 70
Authors
Affiliations
Soon will be listed here.
Abstract

In image processing, restoration is expected to improve the qualitative inspection of the image and the performance of quantitative image analysis techniques. In this paper, an adaptation of the nonlocal (NL)-means filter is proposed for speckle reduction in ultrasound (US) images. Originally developed for additive white Gaussian noise, we propose to use a Bayesian framework to derive a NL-means filter adapted to a relevant ultrasound noise model. Quantitative results on synthetic data show the performances of the proposed method compared to well-established and state-of-the-art methods. Results on real images demonstrate that the proposed method is able to preserve accurately edges and structural details of the image.

Citing Articles

An enhanced denoising system for mammogram images using deep transformer model with fusion of local and global features.

Singh A, Athisayamani S, Karim F, Ibrahim A, Alshetewi S, Mostafa S Sci Rep. 2025; 15(1):6562.

PMID: 39994276 PMC: 11850631. DOI: 10.1038/s41598-025-89451-w.


Enhancing photoacoustic imaging for lung diagnostics and BCI communication: simulation of cavity structures artifact generation and evaluation of noise reduction techniques.

Chai C, Yang X, Gao X, Shi J, Wang X, Song H Front Bioeng Biotechnol. 2024; 12:1452865.

PMID: 39318665 PMC: 11419999. DOI: 10.3389/fbioe.2024.1452865.


Unsupervised speckle noise reduction technique for clinical ultrasound imaging.

Jung D, Kang M, Park S, Guezzi N, Yu J Ultrasonography. 2024; 43(5):327-344.

PMID: 39155463 PMC: 11374585. DOI: 10.14366/usg.24005.


DSTAN: A Deformable Spatial-temporal Attention Network with Bidirectional Sequence Feature Refinement for Speckle Noise Removal in Thyroid Ultrasound Video.

Chi J, Miao J, Chen J, Wang H, Yu X, Huang Y J Imaging Inform Med. 2024; 37(6):3264-3281.

PMID: 38839673 PMC: 11612081. DOI: 10.1007/s10278-023-00935-5.


High-Resolution Power Doppler Using Null Subtraction Imaging.

Kou Z, Lowerison M, You Q, Wang Y, Song P, Oelze M IEEE Trans Med Imaging. 2024; 43(9):3060-3071.

PMID: 38557625 PMC: 11439488. DOI: 10.1109/TMI.2024.3383768.


References
1.
Yu Y, Acton S . Speckle reducing anisotropic diffusion. IEEE Trans Image Process. 2008; 11(11):1260-70. DOI: 10.1109/TIP.2002.804276. View

2.
Abd-Elmoniem K, Youssef A, Kadah Y . Real-time speckle reduction and coherence enhancement in ultrasound imaging via nonlinear anisotropic diffusion. IEEE Trans Biomed Eng. 2002; 49(9):997-1014. DOI: 10.1109/TBME.2002.1028423. View

3.
Lee J . Digital image enhancement and noise filtering by use of local statistics. IEEE Trans Pattern Anal Mach Intell. 2011; 2(2):165-8. DOI: 10.1109/tpami.1980.4766994. View

4.
Aysal T, Barner K . Rayleigh-maximum-likelihood filtering for speckle reduction of ultrasound images. IEEE Trans Med Imaging. 2007; 26(5):712-27. DOI: 10.1109/TMI.2007.895484. View

5.
Krissian K, Westin C, Kikinis R, Vosburgh K . Oriented speckle reducing anisotropic diffusion. IEEE Trans Image Process. 2007; 16(5):1412-24. DOI: 10.1109/tip.2007.891803. View