Deep Learning for Hierarchical Severity Staging of Anterior Cruciate Ligament Injuries from MRI.

Nikan K Namiri Io Flament Bruno Astuto Rutwik Shah Radhika TibrewalaFrancesco CalivaThomas M LinkValentina PedoiaSharmila Majumdar

Published in: Radiology. Artificial intelligence (2020)

Two-dimensional and 3D CNNs applied to ACL lesion classification had high sensitivity and specificity, suggesting that these networks could be used to help nonexperts grade ACL injuries. Supplemental material is available for this article. © RSNA, 2020.

Keyphrases

deep learning
anterior cruciate ligament
machine learning
artificial intelligence
convolutional neural network
magnetic resonance imaging
lymph node
contrast enhanced
pet ct
diffusion weighted imaging
magnetic resonance
computed tomography