LaFTer: Label-Free Tuning of Zero-shot Classifier using Language and Unlabeled Image Collections.
Muhammad Jehanzeb MirzaLeonid KarlinskyWei LinHorst PosseggerMateusz KozinskiRogério FerisHorst BischofPublished in: NeurIPS (2023)
Keyphrases
- image collections
- class labels
- labeled images
- visual features
- image search
- training data
- labeling effort
- multi label
- image set
- image content
- image annotation
- training set
- active learner
- labeled data
- visual information
- training examples
- unlabeled data
- active learning
- image retrieval
- supervised learning
- training samples
- image browsing
- feature space
- unsupervised learning
- support vector machine
- image classification
- decision trees
- video sequences
- object categories
- image understanding
- feature set
- semi supervised learning
- similarity measure
- image segmentation
- support vector
- natural language
- image processing
- prior knowledge
- machine learning
- data sets