Image‐ versus histogram‐based considerations in semantic segmentation of pulmonary hyperpolarized gas images - Tustison, Nicholas J.; Altes, Talissa A.; Qing, Kun; He, Mu; Miller, G. Wilson; Avants, Brian B.; Shim, Yun M.; Gee, James C.; Mugler, John P.; Mata, Jaime F. (Magnetic resonance in medicine, 2021)
Keywords: Advanced Normalization Tools; Algorithms; Artificial neural networks; Computer applications; convolutional neural network; Deep learning; Domains; Ecosystem; Fields (mathematics); functional lung imaging; Histograms; Humans; Image processing; Image Processing, Computer-Assisted; Image segmentation; Lung - diagnostic imaging; Lungs; Machine learning; Magnetic Resonance Imaging; Neural networks; Optimization; Probabilistic models; Retrospective Studies; segmentation; Semantic segmentation; Semantics; Spatial data; Xenon 129; Xenon Isotopes; deep learning; Advanced Normalization Tools; functional lung imaging; segmentation; convolutional neural network