A Data-Augmentation Is Worth A Thousand Samples: Analytical Moments And Sampling-Free Training.
Randall BalestrieroIshan MisraYann LeCunPublished in: NeurIPS (2022)
Keyphrases
- data sets
- original data
- synthetic data
- training examples
- database
- data samples
- data analysis
- sampling methods
- training data
- data sources
- training samples
- small number
- data processing
- raw data
- input data
- image data
- data points
- sampled data
- active learning
- sparsely sampled
- supervised learning
- random samples
- neural network
- learning algorithm
- sampling algorithm
- data quality
- data structure
- artificial neural networks
- data distribution
- high dimensional data
- statistical analysis
- semi supervised