Riccardo Fogliato*

"A Framework for Efficient Model Evaluation through Stratification, Sampling, and Estimation"

"Model performance evaluation is a critical and expensive task in machine learning and computer vision. Without clear guidelines, practitioners often estimate model accuracy using a one-time completely random selection of the data. However, by employing tailored sampling and estimation strategies, o…