Soft-Label Guided Semi-Supervised Learning for Bi-Ventricle Segmentation in Cardiac Cine MRI.
Qi ChangZhennan YanYixuan LouLeon AxelDimitris N. MetaxasPublished in: ISBI (2020)
Keyphrases
- semi supervised learning
- short axis
- left ventricle
- mri images
- blood pool
- mr imaging
- fully automatic
- label propagation
- semi supervised
- mri data
- manual segmentation
- magnetic resonance imaging
- medical images
- cardiac imaging
- multi label classification
- unlabeled data
- left ventricular
- mr images
- labeled data
- magnetic resonance images
- multi instance learning
- automatic segmentation
- supervised learning
- training data
- unsupervised learning
- image analysis
- active learning
- machine learning
- manifold regularization
- partially labeled
- semi supervised classification
- deformable models
- segmentation algorithm
- graph based semi supervised learning
- level set
- medical imaging
- cardiac motion
- image segmentation
- magnetic resonance
- co training
- imaging modalities
- cardiac cycle
- learning algorithm
- class labels
- semi automatic
- contrast enhanced
- labeled and unlabeled data
- data sets
- segmentation method
- prior knowledge
- multi label
- carotid artery
- feature extraction
- label information
- unlabeled instances