Comprehensive segmentation of gray matter structures on T1-weighted brain MRI: A Comparative Study of CNN, CNN hybrid-transformer or -Mamba architectures
Wei Y, Jagtap J, Singh Y, Khosravi B, Cai J, Gunter J, Erickson B. Comprehensive segmentation of gray matter structures on T1-weighted brain MRI: A Comparative Study of CNN, CNN hybrid-transformer or -Mamba architectures. American Journal Of Neuroradiology 2024, 46: ajnr.a8544. PMID: 39433334, PMCID: PMC11979858, DOI: 10.3174/ajnr.a8544.Peer-Reviewed Original ResearchConceptsDice similarity coefficientMedian Dice similarity coefficientAdvanced deep learning modelsNormal controlsPercentile Hausdorff distanceDeep learning modelsT1-weighted MRI scansGray matter structuresMRI scansLearning modelsNnU-NetBrain structuresHD95Medical image analysisMatter structuresBrain structure segmentationAlzheimer's diseaseBrain MRIT1-weighted brain MRIVolumetric analysisDeep learningSegmentation outputClinical acceptability of automatically generated lymph node levels and structures of deglutition and mastication for head and neck radiation therapy
Maroongroge S, Mohamed A, Nguyen C, De la Vega J, Frank S, Garden A, Gunn B, Lee A, Mayo L, Moreno A, Morrison W, Phan J, Spiotto M, Court L, Fuller C, Rosenthal D, Netherton T. Clinical acceptability of automatically generated lymph node levels and structures of deglutition and mastication for head and neck radiation therapy. Physics And Imaging In Radiation Oncology 2024, 29: 100540. PMID: 38356692, PMCID: PMC10864833, DOI: 10.1016/j.phro.2024.100540.Peer-Reviewed Original ResearchLymph node levelsAI contoursClinical acceptanceSwallowing structuresComputed tomographyHead and neck radiotherapy patientsHead and neckMedian Dice similarity coefficientLevels I-VDice similarity coefficientRadiotherapy patientsCT scanManual contouringLymphComplex anatomyCT imagesCohortI-VPatientsChewingSimilarity coefficientAnatomyRadiotherapyHeadNode level
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