Synthetic brain tumor images from GANs and diffusion models
type: Dataset
description: 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 [1,2,3,4,5] (which share MR volumes from brain tumor patients and the corresponding tumor annotations). The trained generative models are also shared in this dataset. See our recent work [6] for more information, and a comparison of training segmentation networks with real and synthetic images.
creative work status: completed
  type: DefinedTerm
  in defined term set: http://publications.europa.eu/resource/authority/dataset-status
  term code: COMPLETED
creator: Akbar, Muhammad Usman
  type: Person
  family name: Akbar
  given name: Muhammad Usman
creator: Eklund, Anders
  type: Person
  family name: Eklund
  given name: Anders
date modified: 2023-11-06
date published: 2023-11-06
keywords: Medical and Health Sciences
  type: DefinedTerm
  term code: 3
keywords: Brain
keywords: MRI
keywords: Tumor
keywords: Synthetic
keywords: Generative
keywords: GAN
keywords: Diffusion model
publisher: AIDA Data Hub
version: 0

PropertyValue
property ID: DOI
value: 10.23698/AIDA/SYNTHETIC/BRGANDI

AIDA Data Hub
type: Organization