Integrated Deep Learning and Stochastic Models for Accurate Segmentation of Lung Nodules From Computed Tomography Images: A Novel Framework - Youssef, Bassant E.; Alksas, Ahmed; Shalaby, Ahmed; Mahmoud, Ali H.; Van Bogaert, Eric; Alghamdi, Norah Saleh; Neubacher, Alyssa; Contractor, Sohail; Ghazal, Mohammed; Elmaghraby, Adel S.; El-Baz, Ayman (IEEE access, 2023)
Keywords: 3D-UNet; Annotations; Computational modeling; Computed tomography; Computed tomography (CT); Datasets; Deep learning; Deformable models; Fields (mathematics); Image databases; Image segmentation; joint stochastic model; Lung; lung nodules; Lungs; Machine learning; Markov-Gibbs random field; Medical imaging; Metric space; Nodules; Random processes; segmentation; Stochastic models; Stochastic processes; Three-dimensional displays; Tomography; Tumors