An improved 3D-UNet-based brain hippocampus segmentation model based on MR images.
Qian YangChengfeng WangKaicheng PanBing XiaRuifei XieJiankai ShiPublished in: BMC Medical Imaging (2024)
Keyphrases
- mr images
- brain structures
- brain tumors
- brain mr images
- magnetic resonance
- accurate segmentation
- medical images
- tissue segmentation
- magnetic resonance images
- brain tissue
- grey matter
- mri scans
- partial volume
- manual segmentation
- partial volume effects
- cerebrospinal fluid
- gray matter
- mri data
- brain images
- mr brain
- dice similarity coefficient
- atlas based segmentation
- mr imaging
- segmentation result
- cardiac magnetic resonance
- bias field
- post mortem
- intensity inhomogeneity
- brain segmentation
- mid sagittal plane
- corpus callosum
- image data
- medical imaging
- skull stripping
- human brain
- phantom images
- mr brain images
- diffusion weighted
- prostate cancer
- intensity distribution
- nonrigid registration
- shape analysis
- inhomogeneity correction
- deformable registration
- white matter
- segmentation method
- multiple sclerosis
- contrast enhanced
- inter subject
- image analysis