How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization.
Jonas GeipingMicah GoldblumGowthami SomepalliRavid Shwartz-ZivTom GoldsteinAndrew Gordon WilsonPublished in: CoRR (2022)
Keyphrases
- data sets
- data collection
- raw data
- original data
- data structure
- data processing
- statistical analysis
- database
- data analysis
- high quality
- image data
- training data
- sensor data
- application domains
- data quality
- data sources
- data mining techniques
- synthetic data
- spatial data
- learning algorithm
- machine learning
- prior information