Deep-learning-based image reconstruction with limited data: generating synthetic raw data using deep learning.

Synthetic raw data generation improved reconstruction quality in scenarios with limited training data. A major advantage of synthetic data generation is that it allows for the reuse of magnitude-only datasets, which are more readily available than raw datasets.