DM_Inpainting

Denoising Diffusion Models for 3D Healthy Brain Tissue Inpainting

This is the official model repository of the paper "Denoising Diffusion Models for 3D Healthy Brain Tissue Inpainting" by Alicia Durrer, Julia Wolleb, Florentin Bieder, Paul Friedrich, Lester Melie-Garcia, Mario Ocampo-Pineda, Cosmin I. Bercea, Ibrahim E.Hamamci, Benedikt Wiestler, Marie Piraud, Özgür Yaldizli, Cristina Granziera, Bjoern H. Menze, Philippe C. Cattin, and Florian Kofler. It was presented in the DGM4MICCAI workshop at MICCAI 2024.

GitHub Repository

Download the pretrained models here from the "Files and versions" tab and use the corresponding code provided in the official GitHub repository.

Citation

If you use this work, please cite:

@inproceedings{durrer2024denoising,
  title={Denoising diffusion models for 3d healthy brain tissue inpainting},
  author={Durrer, Alicia and Wolleb, Julia and Bieder, Florentin and Friedrich, Paul and Melie-Garcia, Lester and Ocampo Pineda, Mario Alberto and Bercea, Cosmin I and Hamamci, Ibrahim Ethem and Wiestler, Benedikt and Piraud, Marie and others},
  booktitle={MICCAI Workshop on Deep Generative Models},
  pages={87--97},
  year={2024},
  organization={Springer}
}