Deep learning and atlas-based models to streamline the segmentation workflow of total marrow and lymphoid irradiation.

Damiano DeiNicola LambriLeonardo CrespiRicardo Coimbra BriosoDaniele LoiaconoElena ClericiLuisa BelluChiara De PhilippisPierina NavarriaStefania BramantiCarmelo Carlo-StellaRoberto RusconiGiacomo ReggioriStefano TomatisMarta ScorsettiPietro Mancosu

Published in: La Radiologia medica (2024)

DL models can streamline the TMLI contouring process of OARs. Manual revision is still necessary for lymph node delineation using AB models.

Keyphrases

deep learning
lymph node
convolutional neural network
weight loss
machine learning
single cell
neoadjuvant chemotherapy
squamous cell carcinoma
electronic health record
radiation induced