From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning.
Alexandre AlcoforadoThomas Palmeira FerrazLucas Hideki OkamuraIsrael Campos FamaArnold Moya LavadoBárbara Dias BuenoBruno VelosoAnna Helena Reali CostaPublished in: CoRR (2024)
Keyphrases
- data collection
- data sets
- prior knowledge
- active learning
- human subjects
- training data
- data structure
- learning process
- learning systems
- database
- data analysis
- human experts
- computer systems
- learning tasks
- knowledge acquisition
- data processing
- raw data
- metadata
- image retrieval
- original data
- uniformly distributed
- human knowledge
- missing data
- image classification
- supervised learning
- image data
- neural network
- databases