Lesion edge preserved direct average strain estimation for ultrasound elasticity imaging

•We introduce an edge detection and preservation criteria in the direct-average-strain-estimation (DASE) method.•Lesion edges are detected and preserved while the strain continuity is ensured by the DASE method.•The efficacy of the proposed method is tested with the FEM simulation, tissue mimicking...

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Published inUltrasonics Vol. 54; no. 1; pp. 137 - 146
Main Authors Hussain, Mohammad Arafat, Alam, Farzana, Rupa, Sharmin Akhtar, Awwal, Rayhana, Lee, Soo Yeol, Hasan, Md. Kamrul
Format Journal Article
LanguageEnglish
Published Netherlands Elsevier B.V 01.01.2014
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Online AccessGet full text
ISSN0041-624X
1874-9968
1874-9968
DOI10.1016/j.ultras.2013.05.010

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Abstract •We introduce an edge detection and preservation criteria in the direct-average-strain-estimation (DASE) method.•Lesion edges are detected and preserved while the strain continuity is ensured by the DASE method.•The efficacy of the proposed method is tested with the FEM simulation, tissue mimicking phantom and in vivo patient data.•The edges and internal stiffness variation of the lesions are well preserved by the proposed method. Elasticity imaging techniques with built-in or regularization-based smoothing feature for ensuring strain continuity are not intelligent enough to prevent distortion or lesion edge blurring while smoothing. This paper proposes a novel approach with built-in lesion edge preservation technique for high quality direct average strain imaging. An edge detection scheme, typically used in diffusion filtering is modified here for lesion edge detection. Based on the extracted edge information, lesion edges are preserved by modifying the strain determining cost function in the direct-average-strain-estimation (DASE) method. The proposed algorithm demonstrates approximately 3.42–4.25dB improvement in terms of edge-mean-square-error (EMSE) than the other reported regularized or average strain estimation techniques in finite-element-modeling (FEM) simulation with almost no sacrifice in elastographic-signal-to-noise-ratio (SNRe) and elastographic-contrast-to-noise-ratio (CNRe) metrics. The efficacy of the proposed algorithm is also tested for the experimental phantom data and in vivo breast data. The results reveal that the proposed method can generate a high quality strain image delineating the lesion edge more clearly than the other reported strain estimation techniques that have been designed to ensure strain continuity. The computational cost, however, is little higher for the proposed method than the simpler DASE and considerably higher than that of the 2D analytic minimization (AM2D) method.
AbstractList Elasticity imaging techniques with built-in or regularization-based smoothing feature for ensuring strain continuity are not intelligent enough to prevent distortion or lesion edge blurring while smoothing. This paper proposes a novel approach with built-in lesion edge preservation technique for high quality direct average strain imaging. An edge detection scheme, typically used in diffusion filtering is modified here for lesion edge detection. Based on the extracted edge information, lesion edges are preserved by modifying the strain determining cost function in the direct-average-strain-estimation (DASE) method. The proposed algorithm demonstrates approximately 3.42-4.25 dB improvement in terms of edge-mean-square-error (EMSE) than the other reported regularized or average strain estimation techniques in finite-element-modeling (FEM) simulation with almost no sacrifice in elastographic-signal-to-noise-ratio (SNRe) and elastographic-contrast-to-noise-ratio (CNRe) metrics. The efficacy of the proposed algorithm is also tested for the experimental phantom data and in vivo breast data. The results reveal that the proposed method can generate a high quality strain image delineating the lesion edge more clearly than the other reported strain estimation techniques that have been designed to ensure strain continuity. The computational cost, however, is little higher for the proposed method than the simpler DASE and considerably higher than that of the 2D analytic minimization (AM2D) method.Elasticity imaging techniques with built-in or regularization-based smoothing feature for ensuring strain continuity are not intelligent enough to prevent distortion or lesion edge blurring while smoothing. This paper proposes a novel approach with built-in lesion edge preservation technique for high quality direct average strain imaging. An edge detection scheme, typically used in diffusion filtering is modified here for lesion edge detection. Based on the extracted edge information, lesion edges are preserved by modifying the strain determining cost function in the direct-average-strain-estimation (DASE) method. The proposed algorithm demonstrates approximately 3.42-4.25 dB improvement in terms of edge-mean-square-error (EMSE) than the other reported regularized or average strain estimation techniques in finite-element-modeling (FEM) simulation with almost no sacrifice in elastographic-signal-to-noise-ratio (SNRe) and elastographic-contrast-to-noise-ratio (CNRe) metrics. The efficacy of the proposed algorithm is also tested for the experimental phantom data and in vivo breast data. The results reveal that the proposed method can generate a high quality strain image delineating the lesion edge more clearly than the other reported strain estimation techniques that have been designed to ensure strain continuity. The computational cost, however, is little higher for the proposed method than the simpler DASE and considerably higher than that of the 2D analytic minimization (AM2D) method.
Elasticity imaging techniques with built-in or regularization-based smoothing feature for ensuring strain continuity are not intelligent enough to prevent distortion or lesion edge blurring while smoothing. This paper proposes a novel approach with built-in lesion edge preservation technique for high quality direct average strain imaging. An edge detection scheme, typically used in diffusion filtering is modified here for lesion edge detection. Based on the extracted edge information, lesion edges are preserved by modifying the strain determining cost function in the direct-average-strain-estimation (DASE) method. The proposed algorithm demonstrates approximately 3.42-4.25 dB improvement in terms of edge-mean-square-error (EMSE) than the other reported regularized or average strain estimation techniques in finite-element-modeling (FEM) simulation with almost no sacrifice in elastographic-signal-to-noise-ratio (SNRe) and elastographic-contrast-to-noise-ratio (CNRe) metrics. The efficacy of the proposed algorithm is also tested for the experimental phantom data and in vivo breast data. The results reveal that the proposed method can generate a high quality strain image delineating the lesion edge more clearly than the other reported strain estimation techniques that have been designed to ensure strain continuity. The computational cost, however, is little higher for the proposed method than the simpler DASE and considerably higher than that of the 2D analytic minimization (AM2D) method.
•We introduce an edge detection and preservation criteria in the direct-average-strain-estimation (DASE) method.•Lesion edges are detected and preserved while the strain continuity is ensured by the DASE method.•The efficacy of the proposed method is tested with the FEM simulation, tissue mimicking phantom and in vivo patient data.•The edges and internal stiffness variation of the lesions are well preserved by the proposed method. Elasticity imaging techniques with built-in or regularization-based smoothing feature for ensuring strain continuity are not intelligent enough to prevent distortion or lesion edge blurring while smoothing. This paper proposes a novel approach with built-in lesion edge preservation technique for high quality direct average strain imaging. An edge detection scheme, typically used in diffusion filtering is modified here for lesion edge detection. Based on the extracted edge information, lesion edges are preserved by modifying the strain determining cost function in the direct-average-strain-estimation (DASE) method. The proposed algorithm demonstrates approximately 3.42–4.25dB improvement in terms of edge-mean-square-error (EMSE) than the other reported regularized or average strain estimation techniques in finite-element-modeling (FEM) simulation with almost no sacrifice in elastographic-signal-to-noise-ratio (SNRe) and elastographic-contrast-to-noise-ratio (CNRe) metrics. The efficacy of the proposed algorithm is also tested for the experimental phantom data and in vivo breast data. The results reveal that the proposed method can generate a high quality strain image delineating the lesion edge more clearly than the other reported strain estimation techniques that have been designed to ensure strain continuity. The computational cost, however, is little higher for the proposed method than the simpler DASE and considerably higher than that of the 2D analytic minimization (AM2D) method.
Author Hasan, Md. Kamrul
Awwal, Rayhana
Alam, Farzana
Rupa, Sharmin Akhtar
Hussain, Mohammad Arafat
Lee, Soo Yeol
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Keywords Ultrasonic imaging
Average strain
Elastography
Instantaneous strain
Normalized cross-correlation
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Snippet •We introduce an edge detection and preservation criteria in the direct-average-strain-estimation (DASE) method.•Lesion edges are detected and preserved while...
Elasticity imaging techniques with built-in or regularization-based smoothing feature for ensuring strain continuity are not intelligent enough to prevent...
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StartPage 137
SubjectTerms Adolescent
Adult
Algorithms
Average strain
Breast Neoplasms - diagnostic imaging
Breast Neoplasms - physiopathology
Computer simulation
Edge detection
Elastic Modulus
Elasticity Imaging Techniques - methods
Elastography
Female
Finite element method
Humans
Image Enhancement - methods
Image Interpretation, Computer-Assisted - methods
Imaging
Instantaneous strain
Lesions
Mathematical models
Middle Aged
Normalized cross-correlation
Pattern Recognition, Automated - methods
Reproducibility of Results
Sensitivity and Specificity
Strain
Ultrasonic imaging
Ultrasonography, Mammary - methods
Young Adult
Title Lesion edge preserved direct average strain estimation for ultrasound elasticity imaging
URI https://dx.doi.org/10.1016/j.ultras.2013.05.010
https://www.ncbi.nlm.nih.gov/pubmed/23806339
https://www.proquest.com/docview/1433264707
https://www.proquest.com/docview/1531000951
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