Semi-supervised learning made simple with self-supervised clustering.
Enrico FiniPietro AstolfiKarteek AlahariXavier Alameda-PinedaJulien MairalMoin NabiElisa RicciPublished in: CVPR (2023)
Keyphrases
- semi supervised learning
- unsupervised learning
- semi supervised
- labeled data
- unlabeled data
- semi supervised classification
- supervised learning
- semi supervised clustering
- dirichlet process mixture models
- graph based semi supervised learning
- graph construction
- machine learning
- learning models
- data points
- active learning
- training data
- manifold regularization
- regularization framework
- clustering algorithm
- co training
- domain adaptation
- label propagation
- cluster analysis
- pairwise constraints
- transfer learning
- clustering method
- k means
- learning algorithm
- metric learning
- data clustering
- high dimensional data
- improve the classification accuracy
- pair wise constraints