Segmentation of Brain Tumor Tissues in HGG and LGG MR Images Using 3D U-net Convolutional Neural Network.
Poornachandra SandurC. NaveenaV. N. Manjunath AradhyaNagasundara K. B.Published in: Int. J. Nat. Comput. Res. (2018)
Keyphrases
- brain tumors
- mr images
- medical images
- convolutional neural network
- brain mr images
- magnetic resonance
- magnetic resonance images
- accurate segmentation
- brain tissue
- manual segmentation
- mri images
- gray matter
- tissue segmentation
- nonrigid registration
- mri data
- deformable registration
- intensity inhomogeneity
- medical imaging
- partial volume
- medical image analysis
- face detection
- image data
- anatomical structures
- magnetic resonance imaging
- imaging modalities
- intensity distribution
- brain images
- mr imaging
- deformable models
- cardiac magnetic resonance
- brain structures
- biomechanical model
- tumor growth
- model based segmentation
- bias field
- image analysis
- dice similarity coefficient