Beyond Size and Class Balance: Alpha as a New Dataset Quality Metric for Deep Learning

Josiah Couch, Rima Arnaout, Ramy Arnaout

In deep learning, achieving high performance on image classification tasks requires diverse training sets. However, the current best practice$\unicode{x2013}$maximizing dataset siz…