Advancing Pancreas Segmentation in Multi-protocol MRI Volumes Using Hausdorff-Sine Loss Function.
Hykoush AsaturyanE. Louise ThomasJulie FitzpatrickJimmy D. BellBarbara VillariniPublished in: MLMI@MICCAI (2019)
Keyphrases
- loss function
- brain scans
- medical images
- brain mri
- magnetic resonance images
- pairwise
- learning to rank
- mri images
- image segmentation
- magnetic resonance imaging
- empirical risk
- medical imaging
- logistic regression
- support vector
- level set
- segmentation method
- risk minimization
- brain structures
- boosting framework
- tissue segmentation
- segmentation algorithm
- hinge loss
- regularization term
- brain tumors
- convex loss functions
- stochastic gradient descent
- intensity distribution
- mri data
- mr images
- reproducing kernel hilbert space
- carotid artery
- region growing
- white matter
- image restoration
- training data
- information retrieval