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Open AccessJournal ArticleDOI

Brachial artery vasomotion and transducer pressure effect on measurements by active contour segmentation on ultrasound

TLDR
FFAC is a robust and sensitive vasomotion segmentation algorithm in both transverse and longitudinal views and may offer advantages over longitudinal imaging: transverse measurements are more consistent, possibly because the method is less sensitive to variations in transducer pressure during imaging.
Abstract
Purpose: To use feed-forward active contours (snakes) to track and measure brachial artery vasomotion on ultrasound images recorded in both transverse and longitudinal views; and to compare the algorithm's performance in each view. Methods: Longitudinal and transverse view ultrasound image sequences of 45 brachial arteries were segmented by feed-forward active contour (FFAC). The segmented regions were used to measure vasomotion artery diameter, cross-sectional area, and distention both as peak-to-peak diameter and as area. ECG waveforms were also simultaneously extracted frame-by-frame by thresholding a running finite-difference image between consecutive images. The arterial and ECG waveforms were compared as they traced each phase of the cardiac cycle. Results: FFAC successfully segmented arteries in longitudinal and transverse views in all 45 cases. The automated analysis took significantly less time than manual tracing, but produced superior, well-behaved arterial waveforms. Automated arterial measurements also had lower interobserver variability as measured by correlation, difference in mean values, and coefficient of variation. Although FFAC successfully segmented both the longitudinal and transverse images, transverse measurements were less variable. The cross-sectional area computed from the longitudinal images was 27% lower than the area measured from transverse images, possibly due to the compression of the artery along the image depthmore » by transducer pressure. Conclusions: FFAC is a robust and sensitive vasomotion segmentation algorithm in both transverse and longitudinal views. Transverse imaging may offer advantages over longitudinal imaging: transverse measurements are more consistent, possibly because the method is less sensitive to variations in transducer pressure during imaging.« less

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Journal ArticleDOI

Machine learning for medical ultrasound: status, methods, and future opportunities.

TL;DR: Leading machine learning approaches and research directions in US are reviewed, with an emphasis on recent ML advances, and an outlook on future opportunities for ML techniques to further improve clinical workflow and US-based disease diagnosis and characterization is presented.
Journal ArticleDOI

Comparison of hemodialysis arteriovenous fistula blood flow rates measured by Doppler ultrasound and phase-contrast magnetic resonance imaging.

TL;DR: DUS and MRI flow rates are generally comparable in patients having a hemodialysis arteriovenous fistula and to identify scenarios in which there was significant discordance between these two approaches.
Journal ArticleDOI

Boundary Restored Network for Subpleural Pulmonary Lesion Segmentation on Ultrasound Images at Local and Global Scales.

TL;DR: The results suggest that deep learning algorithms aid fully automated SPL segmentation in patients with SPLs and might improve the specificity of lung cancer screening efforts and could lead to new applications of lung US imaging.
Journal ArticleDOI

Automatic Segmentation of Brachial Artery based on Fuzzy C-Means Pixel Clustering from Ultrasound Images

TL;DR: Noise tolerant fully automatic segmentation of brachial artery from ultrasound images is proposed and could be an alternative choice of segmentation process that can replace speckle noise-suffering edge detection procedures in this application domain.
Dissertation

Flow mediated dilatation (FMD) assessment via an MRI integrated signal intensity (IntSI) approach: A comparison with ultrasound

TL;DR: Concepts in hemodynamics and MRI physics were explored in order to develop a reliable MRI-FMD technique that is comparable with US-F MD, and although the thesis did not demonstrate that the popliteal MRI- FMD using the IntSI technique was superior to US-fMD, it was non-inferior.
References
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Journal ArticleDOI

Snakes : Active Contour Models

TL;DR: This work uses snakes for interactive interpretation, in which user-imposed constraint forces guide the snake near features of interest, and uses scale-space continuation to enlarge the capture region surrounding a feature.
Journal ArticleDOI

Snakes, shapes, and gradient vector flow

TL;DR: This paper presents a new external force for active contours, which is computed as a diffusion of the gradient vectors of a gray-level or binary edge map derived from the image, and has a large capture range and is able to move snakes into boundary concavities.
Journal ArticleDOI

Endothelium-dependent dilation in the systemic arteries of asymptomatic subjects relates to coronary risk factors and their interaction☆

TL;DR: Loss of endothelium-dependent dilation in the systemic arteries occurs in the preclinical phase of vascular disease and is associated with interaction of the same risk factors known to predispose to atherosclerosis and its complications in later life.
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