Neuro / Head & NeckAI / InformaticsResearch
Cor2Vox: a cortex-grounded diffusion model for brain MRI synthesis
Medical image analysis5d ago
A new cortex-grounded diffusion model, Cor2Vox, synthesizes realistic brain MRIs by leveraging high-resolution cortical surface priors. It enabled anatomy-guided synthesis, simulation of gray matter atrophy, and harmonization of dementia scans, outperforming baseline methods.
- Cor2Vox uses a Brownian bridge diffusion process guided by high-resolution cortical surfaces, achieving topologically faithful brain MRI synthesis.
- The model's statistical shape model was derived from over 33,000 UK Biobank scans to generate realistic brain shapes.
- It demonstrated robustness to cortical geometry variations and unseen dementia phenotypes, enabling applications like atrophy simulation and scan harmonization.
Automated summary
RadPigeon summaries are original and for information only. They are not clinical advice.