Synthetic brain tumor images from GANs and diffusion models
type: Dataset
distribution: Landing page for the 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.
modified: 2023-11-06T00:00:00Z
issued: 2023-11-06T00:00:00Z
publisher: AIDA Data Hub
theme: HEAL
qualified attribution: Attribution
  had role: principalInvestigator
  agent: Akbar, Muhammad Usman
    type: Agent
    type: PrivateIndividual(s)
qualified attribution: Attribution
  had role: principalInvestigator
  agent: Eklund, Anders
    type: Agent
    type: PrivateIndividual(s)
keyword: Brain
keyword: MRI
keyword: Tumor
keyword: Synthetic
keyword: Generative
keyword: GAN
keyword: Diffusion model

Landing page for the dataset
type: Distribution
title: Landningssida för datasetet @sv
access URL: Synthetic brain tumor images from GANs and diffusion models
availability: stable

AIDA Data Hub
type: Agent
type: Academia-ScientificOrganisation