Synthetic brain tumor images
- Project
- 20044 ASSIST
- Type
- New library
- Description
Synthetic brain tumor images from several different GANs and a diffusion model, as well as the trained models, have been shared on the AIDA data hub
https://datahub.aida.scilifelab.se/10.23698/aida/synthetic/brgandi
The work is described in a paper in the journal Scientific Data
- Contact
- Anders Eklund
- anders.eklund@liu.se
- Research area(s)
- Deep learning, medical imaging, generative models
- Technical features
This dataset is a collection of synthetic images generated by 5 generative models (Progressive GAN, StyleGAN1, StyleGAN2, StyleGAN3, diffusion model) trained on the BraTS 2020 and 2021 datasets (which share MR volumes from brain tumor patients and the corresponding tumor annotations). The trained generative models are also shared in this dataset.
- Integration constraints
Need to read nifti files to access the images
- Targeted customer(s)
Researchers and companies in deep learning
- Conditions for reuse
Available under the following licenses, described in the License section below.
Controlled access Free for use in legal and ethical medical diagnostics research and education.
AIDA BY license Free for use within AIDA with attribution.
- Confidentiality
- Public
- Publication date
- 15-05-2024
- Involved partners
- Linköping University (SWE)
- Eigenvision AB (SWE)