DiffMix

This repository contains pretrained semantic diffusion model checkpoints from DiffMix: Diffusion Model-based Data Synthesis for Nuclei Segmentation and Classification in Imbalanced Pathology Image Datasets, presented at MICCAI 2023.

Checkpoints

• consep-ema_0.9999_010000.pt: checkpoint trained for the CoNSeP dataset.
• glysac-ema_0.9999_010000.pt: checkpoint trained for the GLySAC dataset.

Use each checkpoint with the corresponding scripts in the official implementation, specifically semantic-diffusion-model/scripts_ddim_sample/.

Citation

@inproceedings{oh2023diffmix,
  title={Diffmix: Diffusion model-based data synthesis for nuclei segmentation and classification in imbalanced pathology image datasets},
  author={Oh, Hyun-Jic and Jeong, Won-Ki},
  booktitle={International conference on medical image computing and computer-assisted intervention},
  pages={337--345},
  year={2023},
  organization={Springer}
}