Head and neck tumor segmentation from [18F]F-FDG PET/CT images based on 3D diffusion model
Dong Y, Gong K. Head and neck tumor segmentation from [18F]F-FDG PET/CT images based on 3D diffusion model. Physics In Medicine And Biology 2024, 69: 155001. PMID: 38959909, PMCID: PMC11302413, DOI: 10.1088/1361-6560/ad5ef2.Peer-Reviewed Original ResearchMeSH KeywordsDiffusionFluorodeoxyglucose F18Head and Neck NeoplasmsHumansImaging, Three-DimensionalPositron Emission Tomography Computed TomographyConceptsTumor segmentationNetwork inputState-of-the-art techniquesState-of-the-artAccurate segmentation resultsSingle-modal dataPET/CT imagingCancer managementChallenge datasetSegmentation masksCT volumesUNet structureSegmentation resultsU-NetCT imagesDiffusion modelCT dataReversal processPrevalent typeTumor maskQuantitative metricsTumorProposed diffusion modelCTNoise volume