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: ICLR (2023)
Keyphrases
- data collection
- data sets
- database
- complex data
- original data
- raw data
- high dimensional data
- spatial data
- small number
- search engine
- data points
- probability distribution
- high quality
- image data
- feature selection
- data sources
- sensor data
- data model
- data mining algorithms
- application domains
- experimental data
- data distribution
- video sequences
- data objects
- image processing