Texture Analysis of Breast US Images Using Morphological Transforms, Hausdorff Dimension and Bagging Ensemble Method.
Gigi TabacaruSimona MoldovanuMarian BarbuPublished in: MED (2024)
Keyphrases
- texture analysis
- ensemble methods
- fractal dimension
- gabor filters
- image analysis
- texture characterization
- texture discrimination
- fractal analysis
- texture description
- gabor filtering
- ensemble learning
- prediction accuracy
- texture classification
- image texture
- decision trees
- random forests
- rotation forest
- pattern spectrum
- texture features
- multiresolution
- input image
- texture images
- image features
- gray level
- benchmark datasets
- base classifiers
- random forest
- image classification
- brodatz textures
- local binary pattern
- generalization ability
- image registration
- multiscale
- machine learning methods
- feature extraction
- image processing
- bootstrap sampling
- neural network
- ensemble classifier
- co occurrence
- computer vision
- generalization error
- object recognition
- similarity measure