Harnessing chemically crosslinked microbubble clusters using deep learning for ultrasound contrast imaging

We highlight the feasibility of detecting and distinguishing the unique acoustic characteristics of CCMCs, thereby improving the detectability and localization of contrast agents in ultrasound imaging. The elevated acoustic amplitudes produced by CCMCs offer potential advantages for more effective contrast agent detection, which is particularly valuable in super-resolution ultrasound imaging. Both the contrast agent and the ML-based analysis approach hold promise for a wide range of applications.

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Publication Details

Journal
Journal of Medical Imaging
Published
2025-07-12
DOI
https://doi.org/10.1117/1.jmi.12.4.047001
Primary Topic
Ultrasound and Hyperthermia Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Harnessing chemically crosslinked microbubble clusters using deep learning for ultrasound contrast imaging

Teja Pathour, Shashank R. Sirsi, Ghazal Rastegar, Baowei Fei
Journal of Medical Imaging
Ultrasound and Hyperthermia Applications
article

Harnessing chemically crosslinked microbubble clusters using deep learning for ultrasound contrast imaging

Teja Pathour, Shashank R. Sirsi, Ghazal Rastegar, Baowei Fei
article en

Abstract

We highlight the feasibility of detecting and distinguishing the unique acoustic characteristics of CCMCs, thereby improving the detectability and localization of contrast agents in ultrasound imaging. The elevated acoustic amplitudes produced by CCMCs offer potential advantages for more effective contrast agent detection, which is particularly valuable in super-resolution ultrasound imaging. Both the contrast agent and the ML-based analysis approach hold promise for a wide range of applications.

Journal of Medical ImagingVol. 12(04)
The University of Texas at Dallas (US)
Cancer Prevention and Research Institute of Texas, National Institutes of Health, National Cancer Institute
Openalex Percentile: Top 84%
Ultrasound and Hyperthermia Applications
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