A novel SOM-based active learning technique for classification of remote sensing images with SVM.
Swarnajyoti PatraLorenzo BruzzonePublished in: IGARSS (2012)
Keyphrases
- remote sensing images
- support vector machine svm
- support vector
- active learning
- support vector machine
- multispectral
- change detection
- remote sensing
- feature vectors
- landsat etm
- multi spectral images
- svm classifier
- training set
- classification method
- classification algorithm
- selective sampling
- pattern recognition
- machine learning
- kohonen self organizing map
- svm classification
- pattern classification
- classification accuracy
- feature selection
- active learning framework
- supervised learning
- multi class classification
- marked point processes
- self organizing maps
- remotely sensed images
- labeling effort
- decision trees
- neural network
- decision boundary
- kernel function
- multi class
- k means
- feature space
- feature extraction
- data sets
- multispectral images
- land cover
- remote sensing data
- training samples
- semi supervised