Denoising Diffusion Models for 3D Healthy Brain Tissue Inpainting

arXiv:2403.14499v1 Announce Type: cross
Abstract: Monitoring diseases that affect the brain's structural integrity requires automated analysis of magnetic resonance (MR) images, e.g., for the evaluation of volumetric changes. However, many of the evaluation tools are optimized for analyzing healthy tissue. To enable the evaluation of scans containing pathological tissue, it is therefore required to restore healthy tissue in the pathological areas. In this work, we explore and extend denoising diffusion models for consistent inpainting of healthy 3D brain tissue. We …

abstract analysis arxiv automated brain cs.cv denoising diffusion diffusion models diseases eess.iv evaluation however images inpainting integrity monitoring scans tools type