Self-supervised pretraining improves performance and inference efficiency in multiple lung ultrasound interpretation tasks
Derek Wu, Delaney Smith, Blake VanBerlo, Amir Roshankar, Hoseok Lee, Brian Li, Faraz Ali, Marwan Rahman, John Basmaji, Jared Tschirhart, Alex Ford, Bennett VanBerlo, Ashritha Durvasula, Claire Vannelli, Chintan Dave, Jason Deglint, Jordan Ho, Rushil Chaudhary, Hans Clausdorff, Ross Prager, Scott Millington, Samveg Shah, Brian Buchanan, Robert Arntfield
In this study, we investigated whether self-supervised pretraining could produce a neural network feature extractor applicable to multiple classification tasks in B-mode lung ultrasound analysis.
IEEE Access
10.1109/access.2023.3337398
2023