Hyperpolarized gas magnetic resonance imaging texture analysis and machine learning to explain accelerated lung function decline in ex-smokers with and without COPD.
Maksym SharmaAndrew R. WestcottDavid G. McCormackGrace ParragaPublished in: Medical Imaging: Biomedical Applications in Molecular, Structural, and Functional Imaging (2021)
Keyphrases
- texture analysis
- magnetic resonance imaging
- machine learning
- image analysis
- mri data
- medical images
- texture classification
- medical imaging
- multiresolution
- magnetic resonance images
- texture segmentation
- texture discrimination
- texture images
- gabor filters
- mri images
- gray level
- ct images
- texture characterization
- texture features
- co occurrence
- gabor filtering
- local binary pattern
- feature extraction
- beating heart
- positron emission tomography
- data mining
- feature selection
- computed tomography
- computer vision
- brodatz textures
- high temporal resolution
- pattern recognition
- three dimensional
- pet ct
- chronic obstructive pulmonary disease
- computer aided
- mr images
- motion estimation