Alzheimer's disease classification based on graph kernel SVMs constructed with 3D texture features extracted from MR images.
Lucas José Cruz de MendonçaRicardo José FerrariAlzheimer's Disease Neuroimaging InitiativePublished in: Expert Syst. Appl. (2023)
Keyphrases
- mr images
- texture features
- textural features
- magnetic resonance
- feature vectors
- medical images
- texture feature extraction
- texture analysis
- texture classification
- feature extraction
- magnetic resonance images
- feature set
- gabor filters
- multiple sclerosis
- rotation invariant
- image features
- gray level
- image data
- local binary pattern
- classification accuracy
- shape features
- support vector machine
- texture information
- pattern recognition
- support vector
- decision trees
- image classification
- computer aided diagnosis
- texture images
- distance measure
- mr imaging
- feature space
- machine learning
- brain tissue
- kernel svms
- text categorization
- multiresolution
- training set
- feature selection
- medical imaging
- linear svm
- text classification
- co occurrence