How To Overcome Confirmation Bias in Semi-Supervised Image Classification By Active Learning.
Sandra GilhuberRasmus HvingelbyMang Ling Ada FokThomas SeidlPublished in: CoRR (2023)
Keyphrases
- semi supervised
- active learning
- image classification
- semi supervised learning
- labeled data
- unlabeled data
- bag of words
- pairwise
- supervised learning
- unsupervised learning
- pool based active learning
- machine learning
- labeled examples
- learning algorithm
- random sampling
- sparse coding
- multi view
- feature extraction
- image features
- learning strategies
- visual words
- incremental learning
- metric learning
- class imbalance
- class specific
- image representation
- batch mode
- semi supervised classification
- co training
- selective sampling
- label propagation
- labeled and unlabeled data
- training set
- training data
- subspace learning
- pairwise constraints
- multiscale
- reinforcement learning
- multi label
- semi supervised clustering
- sparse representation
- sample selection
- training examples