A Hybrid Texture Analysis System based on Non-Linear & Oriented Kernels, Particle Swarm Optimization, and kNN vs. Support Vector Machines.
Stefanie PetersAndreas KönigPublished in: HIS (2007)
Keyphrases
- texture analysis
- knn
- support vector
- particle swarm optimization
- large margin classifiers
- k nearest neighbor
- learning machines
- kernel function
- feature selection
- support vector machine
- nearest neighbor
- texture classification
- gray level
- multiresolution
- kernel methods
- k nearest neighbour
- knn algorithm
- image analysis
- co occurrence
- local binary pattern
- feature extraction
- texture discrimination
- texture features
- multi class
- gabor filters
- distance function
- multiple kernel learning
- support vector machine svm
- texture characterization
- similarity search
- logistic regression
- loss function
- radial basis function
- neural network
- text classification
- gabor filtering
- genetic algorithm
- nearest neighbour
- soft margin
- mutual information
- binary classification
- support vectors
- euclidean distance
- k nearest
- knn classifier
- learning algorithm