Active Learning for Efficient Few-Shot Classification.
Aymane AbdaliVincent GriponLucas DrumetzBartosz BoguslawskiPublished in: ICASSP (2023)
Keyphrases
- active learning
- supervised learning
- training set
- pattern recognition
- selective sampling
- batch mode active learning
- image classification
- support vector
- classification accuracy
- machine learning
- automatic classification
- classification scheme
- class imbalance
- decision trees
- text classification
- pattern classification
- machine learning methods
- classification method
- classification systems
- sample selection
- shot detection
- support vector machine svm
- classification models
- neural network
- feature vectors
- visual features
- rare class
- learning algorithm
- feature selection
- feature extraction
- preprocessing
- feature space
- decision rules
- random sampling
- training samples
- data sets
- classification rules
- learning strategies
- class labels
- classification algorithm