You Don't Have to Be Perfect to Be Amazing: Unveil the Utility of Synthetic Images

no code implementations • 25 May 2023 • Xiaodan Xing, Federico Felder, Yang Nan, Giorgos Papanastasiou, Walsh Simon, Guang Yang

In addition, we have empirically demonstrated that the utility score does not require images with both high fidelity and high variety.

Data Augmentation Image Generation +1

The Beauty or the Beast: Which Aspect of Synthetic Medical Images Deserves Our Focus?

1 code implementation • 3 May 2023 • Xiaodan Xing, Yang Nan, Federico Felder, Simon Walsh, Guang Yang

Training medical AI algorithms requires large volumes of accurately labeled datasets, which are difficult to obtain in the real world.