Josiah D. Couch

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

In deep-learning-based image classification, achieving high performance requires diverse training sets. However, the current best practice—maximizing dataset size and class balance—does not guarantee dataset diversity. We hypothesized that, for a given model architecture, performance improves by maximizing diversity mo...