T. Niesler

Pretraining on echocardiography offers no significant advantage over generic video for lung ultrasound TB screening, but feature conditioning unlocks substantial performance gains.

Simple logistic regression, enhanced by feature selection, rivals deeper neural networks for cross-cohort TB classification, suggesting a practical and efficient approach for resource-limited settings.

You can now automatically isolate coughs from audio with 96% precision using just the first three layers of a pre-trained XLS-R model, paving the way for smartphone-based TB screening.