Conditional Diffusion Models for Generating High-Quality 3D Semantic Brain MRI Images

A novel conditional diffusion model, Med-DDPM, is introduced that effectively generates diverse and anatomically coherent 3D semantic brain MRI images by integrating segmentation masks into the diffusion process, addressing challenges of data scarcity and privacy in medical imaging.