The pitfalls of transfer learning in computer vision for agriculture.
Julius AutzSaurabh Kumar MishraLena HerrmannJoachim HertzbergPublished in: GIL Jahrestagung (2022)
Keyphrases
- transfer learning
- computer vision
- machine learning
- learning tasks
- knowledge transfer
- semi supervised learning
- labeled data
- cross domain
- transfer knowledge
- structure learning
- object recognition
- active learning
- pattern recognition
- manifold alignment
- reinforcement learning
- domain adaptation
- text categorization
- text classification
- collaborative filtering
- machine learning algorithms
- multi task
- multi task learning
- unlabeled data
- semi supervised
- artificial intelligence
- learning algorithm
- target domain
- transferring knowledge
- data sets
- cross domain learning
- text mining
- supervised learning
- feature space
- information retrieval
- real world