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 in | Ultrasonics Vol. 54; no. 1; pp. 137 - 146 |
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| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Netherlands
Elsevier B.V
01.01.2014
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0041-624X 1874-9968 1874-9968 |
| DOI | 10.1016/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. |
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| 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 |
| Author_xml | – sequence: 1 givenname: Mohammad Arafat surname: Hussain fullname: Hussain, Mohammad Arafat organization: Department of Electrical and Electronic Engineering, Bangladesh University of Engineering and Technology, Dhaka 1000, Bangladesh – sequence: 2 givenname: Farzana surname: Alam fullname: Alam, Farzana organization: Department of Radiology and Imaging, Bangabandhu Sheikh Mujib Medical University, Dhaka 1000, Bangladesh – sequence: 3 givenname: Sharmin Akhtar surname: Rupa fullname: Rupa, Sharmin Akhtar organization: Department of Radiology and Imaging, Enam Medical College and Hospital, Savar, Dhaka, Bangladesh – sequence: 4 givenname: Rayhana surname: Awwal fullname: Awwal, Rayhana organization: Department of Plastic Surgery and Burn Unit, Dhaka Medical College and Hospital, Dhaka 1000, Bangladesh – sequence: 5 givenname: Soo Yeol surname: Lee fullname: Lee, Soo Yeol organization: Department of Biomedical Engineering, Kyung Hee University, 1 Seochun, Yongin-si, Gyeonggi-do 446-701, Republic of Korea – sequence: 6 givenname: Md. Kamrul surname: Hasan fullname: Hasan, Md. Kamrul email: khasan@eee.buet.ac.bd organization: Department of Electrical and Electronic Engineering, Bangladesh University of Engineering and Technology, Dhaka 1000, Bangladesh |
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| CitedBy_id | crossref_primary_10_1016_j_ultras_2015_05_028 crossref_primary_10_1016_j_ultras_2019_05_007 crossref_primary_10_1109_TMI_2017_2685522 crossref_primary_10_1016_j_ultras_2017_12_008 |
| Cites_doi | 10.1243/0954411991534933 10.1177/016173469301500201 10.1016/0929-8266(95)00134-4 10.1177/016173469101300201 10.1177/016173469701900303 10.1109/TBME.2006.881780 10.1177/016173461003200203 10.1177/016173460002200202 10.1016/S0301-5629(00)00316-1 10.1109/58.660156 10.1177/016173460402600301 10.1109/83.661192 10.1088/0957-0233/20/6/062001 10.1109/TMI.2003.822825 10.1109/TMI.2008.917243 10.1109/TUFFC.2012.2376 10.1007/BF02480847 10.1148/radiology.202.1.8988195 10.1121/1.414865 10.1016/j.ultrasmedbio.2012.01.026 10.1186/1475-925X-10-47 10.1016/S0301-5629(98)00047-7 10.1109/TMI.2010.2091966 |
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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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| 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 |
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