Longitudinal assessment of carotid plaque texture in three-dimensional ultrasound images based on semi-supervised graph-based dimensionality reduction and feature selection.
Mingquan LinHe CuiWeifu ChenArna van EngelenMarleen de BruijneM. Reza AzarpazhoohSeyed Mojtaba SohrevardiJohn David SpenceBernard ChiuPublished in: Comput. Biol. Medicine (2020)
Keyphrases
- ultrasound images
- semi supervised
- carotid artery
- dimensionality reduction
- semi supervised dimensionality reduction
- feature selection
- three dimensional
- feature extraction
- multi view
- speckle noise
- semi supervised learning
- texture features
- texture analysis
- feature space
- principal component analysis
- mutual information
- feature set
- pairwise
- deformable models
- speckle reduction
- high dimensional
- ultrasound imaging
- medical ultrasound
- gray level
- edge detection
- texture images
- x ray
- data points
- cross sectional
- machine learning
- fully automated
- texture information
- manual segmentation
- face recognition
- texture mapping