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 output
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