Automated detection and segmentation of thoracic lymph nodes from CT using 3D foveal fully convolutional neural networks.

The proposed 3D deep learning approach achieves an overall good performance in the automatic detection and segmentation of thoracic LNs and shows reasonable generalizability, yielding the potential to facilitate detection during routine clinical work and to enable radiomics research without observer-bias.