Speckle Suppression in Ultrasonic Images Based on Undecimated Wavelets

被引:0
作者
Fabrizio Argenti
Gionatan Torricelli
机构
[1] Università di Firenze,Dipartimento di Elettronica e Telecomunicazioni
来源
EURASIP Journal on Advances in Signal Processing | / 2003卷
关键词
ultrasound image denoising; speckle filtering; linear minimum mean square error filtering; undecimated discrete wavelet transform;
D O I
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学科分类号
摘要
An original method to denoise ultrasonic images affected by speckle is presented. Speckle is modeled as a signal-dependent noise corrupting the image. Noise reduction is approached as a Wiener-like filtering performed in a shift-invariant wavelet domain by means of an adaptive rescaling of the coefficients of an undecimated octave decomposition. The scaling factor of each coefficient is calculated from local statistics of the degraded image, the parameters of the noise model, and the wavelet filters. Experimental results demonstrate that excellent background smoothing as well as preservation of edge sharpness and fine details can be obtained.
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[41]   On the quality of model based information extraction from SAR images [J].
Quartulli, M ;
Datcu, M .
SAR IMAGE ANALYSIS, MODELING, AND TECHNIQUES IV, 2002, 4543 :94-99
[42]   Total Generalized Variation Based Denoising Models for Ultrasound Images [J].
Myeongmin Kang ;
Myungjoo Kang ;
Miyoun Jung .
Journal of Scientific Computing, 2017, 72 :172-197
[43]   Homomorphic wavelet-based statistical despeckling of SAR images [J].
Solbo, S ;
Eltoft, T .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2004, 42 (04) :711-721
[44]   Total Generalized Variation Based Denoising Models for Ultrasound Images [J].
Kang, Myeongmin ;
Kang, Myungjoo ;
Jung, Miyoun .
JOURNAL OF SCIENTIFIC COMPUTING, 2017, 72 (01) :172-197
[45]   Multi-Frequency Analysis of Fully Polarimetric Speckle Filter Based on Image Morphology for Land Use Classification [J].
Masurkar, Akhil ;
Daruwala, Rohin ;
Turkar, Varsha .
JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING, 2024, 52 (12) :2637-2661
[46]   A Speckle Filter for Sentinel-1 SAR Ground Range Detected Data Based on Residual Convolutional Neural Networks [J].
Sebastianelli, Alessandro ;
Del Rosso, Maria Pia ;
Ullo, Silvia L. ;
Gamba, Paolo .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2022, 15 :5086-5101
[47]   Non-local Means Kernel Regression based Despeckling of B-mode Ultrasound Images [J].
Bharath, R. ;
Rajalakshmi, P. .
2016 IEEE 18TH INTERNATIONAL CONFERENCE ON E-HEALTH NETWORKING, APPLICATIONS AND SERVICES (HEALTHCOM), 2016, :354-359