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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Detalles Bibliográficos
Publicado en:Journal of Digital Imaging Vol. 35; no. 4; pp. 881 - 893
Autores principales: 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
Formato: diagnostic images research tables/charts Journal Article
Publicado: Springer Nature Aug2022
Acceso en línea:Ver este registro en EBSCOhost