Training Ultrasound Image Classification Deep-Learning Algorithms for Pneumothorax Detection Using a Synthetic Tissue Phantom Apparatus

Ultrasound (US) imaging is a critical tool in emergency and military medicine because of its portability and immediate nature. However, proper image interpretation requires skill, limiting its utility in remote applications for conditions such as pneumothorax (PTX) which requires rapid intervention....

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Veröffentlicht in:	Journal of imaging Jg. 8; H. 9; S. 249
Hauptverfasser:	Boice, Emily N., Hernandez Torres, Sofia I., Knowlton, Zechariah J., Berard, David, Gonzalez, Jose M., Avital, Guy, Snider, Eric J.
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Basel MDPI AG 11.09.2022 MDPI
Schlagworte:	Algorithms Artificial intelligence automation Classification Datasets Deep learning Emergency medical care Emergency medical services Gelatin Image acquisition Image analysis Image classification Lungs Machine learning model development Pneumothorax porcine Respiration Shrapnel Swine Three dimensional printing tissue phantom Training Trouble shooting Troubleshooting Ultrasonic imaging ultrasound X-rays United States > US
ISSN:	2313-433X, 2313-433X
Online-Zugang:	Volltext
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