Article

Probabilistic Brain Extraction in MR Images via Conditional Generative Adversarial Networks

2022-03-17

Abstract excerpt

Brain extraction, which refers to the task of segmenting brain tissue in an MR image of a subject, forms an essential first step for many quantitative neuroimaging applications. These include quantifying grey and white matter volumes, monitoring neurological diseases like multiple sclerosis (MS) and Alzheimer’s disease, and estimating brain atrophy. Over the years several algorithms that automate brain extraction...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: d62f722b-5410-5fa7-b576-3fa6bc68722d
DOI: 10.1101/2022.03.14.484346

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Probabilistic Brain Extraction in MR Images via Conditional Generative Adversarial NetworksDOI 10.1101/2022.03.14.484346Read

Transfer Learning using Generative Adversarial Networks for MRI Brain Image SegmentationSemantic proximity Read

MRI-GAN: MRI and Tissues Transfer Using Generative Adversarial Networks<strong> </strong>Semantic proximity Read

Multi-Model Medical Image Segmentation Using Multi-Stage Generative Adversarial NetworkSemantic proximity Read

Efficient synthesis of 3D MR images for schizophrenia diagnosis classification with generative adversarial networksSemantic proximity Read

Leveraging Deep Learning to Enhance MRI for Brain DisordersSemantic proximity Read

Deep Bayesian networks for uncertainty estimation and adversarial resistance of white matter hyperintensity segmentationSemantic proximity Read

Gray Matters: An Efficient Vision Transformer GAN Framework for Predicting Functional Network Connectivity Biomarkers from Brain StructureSemantic proximity Read

Quality assessment of anatomical MRI images from Generative Adversarial Networks: human assessment and image quality metricsSemantic proximity Read

GAN-MAT: Generative Adversarial Network-based Microstructural Profile Covariance Analysis ToolboxSemantic proximity Read

Adversarial Learning for MRI Reconstruction and Classification of Cognitively Impaired IndividualsSemantic proximity Read

Brain MRI Technics Images Translation by Generative Adversarial NetworkSemantic proximity Read

A generalizable brain extraction net (BEN) for multimodal MRI data from rodents, nonhuman primates, and humansSemantic proximity Read