Effect of Training Data Volume on Performance of Convolutional Neural Network Pneumothorax Classifiers.

Large datasets with high-quality labels required to train deep neural networks are challenging to obtain in the radiology domain. This work investigates the effect of training dataset size on the performance of deep learning classifiers, focusing on chest radiograph pneumothorax detection as a proxy...

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Bibliographic Details

Published in:	Journal of Digital Imaging Vol. 35; no. 4; pp. 881 - 893
Main Authors:	Thian, Yee Liang, Ng, Dian Wen, Hallinan, James Thomas Patrick Decourcy, Jagmohan, Pooja, Sia, Soon Yiew, Mohamed, Jalila Sayed Adnan, Quek, Swee Tian, Feng, Mengling
Format:	diagnostic images research tables/charts Journal Article
Published:	Springer Nature Aug2022
Online Access:	View this record in EBSCOhost