Published September 23, 2023
| Version 2
Journal article
Open
Data Diversification Analysis on Data Preprocessing
Authors/Creators
- 1. UNIST
- 2. Meta
- 3. ETRI
- 4. Northeastern University
Description
A statistical analysis to examine the diversity distribution resulting from two different approaches: The first one, the standard approach, is a baseline augmentation approach where a random augmentation is applied to each sample in each epoch independently; The second one, the random batch approach, is another new augmentation approach designed where a random augmentation is applied to each tiny-batch in each epoch independently, and which samples are in the same tiny-batch is random and independent across all epochs.