Improved pulmonary lung nodules risk stratification in computed tomography images by fusing shape and texture features in a machine-learning paradigm.
Satya Prakash SahuNarendra D. LondheShrish VermaBikesh Kumar SinghSumit K. BanchhorPublished in: Int. J. Imaging Syst. Technol. (2021)
Keyphrases
- texture features
- lung nodules
- computed tomography images
- shape features
- automatic segmentation
- machine learning
- texture information
- lung cancer
- texture classification
- texture analysis
- ct images
- feature vectors
- image features
- texture feature extraction
- gray level
- feature extraction
- distance measure
- color features
- gabor filters
- low dose
- texture images
- computer aided diagnosis
- shape model
- local binary pattern
- pattern recognition
- feature set
- risk factors
- decision trees
- computer vision
- rotation invariant
- statistical methods
- segmentation algorithm
- x ray images
- ct scans
- shape analysis
- risk management
- shape matching
- shape descriptors
- early detection
- textural features
- feature selection
- x ray