Deep Learning Systems for Pneumothorax Detection on Chest Radiographs: A Multicenter External Validation Study.
Yee Liang ThianDianwen NgJames Thomas Patrick Decourcy HallinanPooja JagmohanDavid Soon Yiew SiaCher Heng TanYong Han TingPin Lin KeiGeoiphy George PulickalTze Yang Vincent TiongSwee Tian QuekMengling FengPublished in: Radiology. Artificial intelligence (2021)
A deep learning model trained with a large volume of data on the task of pneumothorax detection was able to generalize well to multiple external datasets with patient demographics and technical parameters independent of the training data.Keywords: Thorax, Computer Applications-Detection/DiagnosisSee also commentary by Jacobson and Krupinski in this issue.Supplemental material is available for this article.©RSNA, 2021.