Data is Overrated: Perceptual Metrics Can Lead Learning in the Absence of Training Data.
Tashi NamgyalAlexander HepburnRaúl Santos-RodríguezValero LaparraJesus MaloPublished in: CoRR (2023)
Keyphrases
- training data
- data sets
- prior knowledge
- database
- supervised learning
- learning algorithm
- synthetic data
- data analysis
- training examples
- data sources
- data processing
- learning models
- test data
- image data
- knowledge discovery
- active learning
- data quality
- small number
- labeled data
- data mining techniques
- data collection
- semi supervised learning
- unlabeled data
- training samples
- online learning
- data structure
- learning systems
- background knowledge
- data distribution
- reinforcement learning
- noisy data
- high quality
- training dataset
- learned models