1. An open-source framework for synthetic post-dive Doppler ultrasound audio generation.
- Author
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Le DQ, Hoang AH, Azarang A, Lance RM, Natoli M, Gatrell A, Blogg SL, Dayton PA, Tillmans F, Lindholm P, Moon RE, and Papadopoulou V
- Subjects
- Humans, Ultrasonography, Doppler, Subclavian Vein, Decompression Sickness, Diving, Embolism, Air prevention & control
- Abstract
Doppler ultrasound (DU) measurements are used to detect and evaluate venous gas emboli (VGE) formed after decompression. Automated methodologies for assessing VGE presence using signal processing have been developed on varying real-world datasets of limited size and without ground truth values preventing objective evaluation. We develop and report a method to generate synthetic post-dive data using DU signals collected in both precordium and subclavian vein with varying degrees of bubbling matching field-standard grading metrics. This method is adaptable, modifiable, and reproducible, allowing for researchers to tune the produced dataset for their desired purpose. We provide the baseline Doppler recordings and code required to generate synthetic data for researchers to reproduce our work and improve upon it. We also provide a set of pre-made synthetic post-dive DU data spanning six scenarios representing the Spencer and Kisman-Masurel (KM) grading scales as well as precordial and subclavian DU recordings. By providing a method for synthetic post-dive DU data generation, we aim to improve and accelerate the development of signal processing techniques for VGE analysis in Doppler ultrasound., Competing Interests: The authors have declared that no competing interests exist., (Copyright: © 2023 Le et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.)
- Published
- 2023
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