Explore the current state and potential of synthetic data in medical imaging through this insightful conference talk delivered at the Computational Genomics Summer Institute (CGSI) 2024. Delve into the challenges and advancements in generating realistic medical images, as presented by Kayhan Batmanghelich. Gain valuable insights into the latest research and methodologies, including references to related papers that further expand on the topic. Examine the question "Are we there yet?" regarding the effectiveness and applicability of synthetic data in the medical imaging field, and understand the implications for future developments in computational genomics and healthcare.