Generating Detailed 3D MRI Volumes from a Single Image Using Cross-Sectional Diffusion Models

X-Diffusion, a cross-sectional diffusion model, can generate detailed and dense 3D MRI volumes from a single MRI slice or a single DXA scan, preserving key properties like tumor profiles, spine curvature, and brain volume.