Toshiki Kuramoto

Predicting Fine-tuned Performance on Larger Datasets Before Creating Them

This paper proposes a method to estimate the performance of pretrained models fine-tuned with a larger dataset from the result with a smaller dataset. Specifically, we demonstrate that when a pretrained model is fine-tuned, its classification performance increases at the same overall rate, regardles…