Top-tuning: A study on transfer learning for an efficient alternative to fine tuning for image classification with fast kernel methods.
Paolo Didier AlfanoVito Paolo PastoreLorenzo RosascoFrancesca OdonePublished in: Image Vis. Comput. (2024)
Keyphrases
- fine tuning
- kernel methods
- transfer learning
- image classification
- learning tasks
- kernel function
- machine learning
- knowledge transfer
- feature space
- feature extraction
- labeled data
- support vector machine
- support vector
- text categorization
- active learning
- cross domain
- domain adaptation
- kernel matrix
- kernel learning
- reinforcement learning
- fine tuned