David Acuna

How Much More Data Do I Need? Estimating Requirements for Downstream Tasks

2022 · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Given a small training data set and a learning algorithm, how much more data is necessary to reach a target validation or test performance? This question is of critical importance in applications such as autonomous …