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The article discusses the potential use of generative AI models in medical imaging to facilitate data sharing. It evaluates four GANs and a diffusion model for brain tumor segmentation and concludes that sharing synthetic medical images is a viable option, but further work is needed. The trained models and generated images are shared on AIDA data hub.