Safe-Student for Safe Deep Semi-Supervised Learning with Unseen-Class Unlabeled Data.
Rundong HeZhongyi HanXiankai LuYilong YinPublished in: CVPR (2022)
Keyphrases
- semi supervised learning
- unlabeled data
- labeled data
- semi supervised
- class labels
- co training
- semi supervised classification
- training examples
- labeled examples
- positive examples
- training data
- active learning
- supervised learning
- learning problems
- machine learning
- label information
- labeled and unlabeled data
- labeled training data
- unsupervised learning
- manifold regularization
- training set
- labeled samples
- learning models
- unlabeled examples
- label propagation
- number of labeled examples
- semi supervised learning algorithms
- semi supervised learning methods
- regularization framework
- data points
- learning environment
- supervised learning algorithms
- transfer learning
- multi view
- improve the classification accuracy
- unlabeled training data
- decision boundary
- domain adaptation
- multiple instance learning
- text classification
- decision trees