Integration of 2D and 3D features from UAV imagery for informal settlement classification using Multiple Kernel Learning.
Caroline GevaertClaudio PerselloRichard SliuzasGeorge VosselmanPublished in: IGARSS (2016)
Keyphrases
- multiple kernel learning
- feature vectors
- kernel learning
- classification accuracy
- feature set
- classification models
- multiple features
- feature space
- linear combination
- multiple kernel
- feature extraction
- feature selection
- kernel methods
- svm classifier
- svm classification
- learning problems
- semi supervised learning
- support vector machine
- machine learning
- image classification
- support vector machine svm
- benchmark datasets
- lp norm
- text classification
- active learning
- learning models
- image features
- class labels
- learning tasks
- high dimensionality
- multi class
- data fusion
- supervised learning
- prior knowledge
- training set
- similarity measure
- decision trees