Feature selection and classification of multiparametric medical images using bagging and SVM.
Yong FanSusan M. ResnickChristos DavatzikosPublished in: Medical Imaging: Image Processing (2008)
Keyphrases
- medical images
- feature selection and classification
- feature selection
- selected features
- support vector
- random forest
- support vector machine svm
- medical imaging
- machine learning
- training set
- medical image analysis
- mr images
- support vector machine
- anatomical structures
- magnetic resonance images
- ensemble classifier
- ensemble methods
- high dimensionality
- magnetic resonance imaging
- decision trees
- deformable models
- imaging modalities
- medical image segmentation
- segmentation of medical images
- knn
- ct images
- svm classifier
- multi class
- computer aided diagnosis
- magnetic resonance
- cross validation
- classification accuracy
- feature space
- feature subset
- feature set
- feature extraction
- medical image retrieval
- text classification
- x ray images
- feature vectors
- biomedical images
- image processing
- computer vision
- kernel function
- k nearest neighbor
- training data
- learning algorithm