Article

Generating Synthetic Task-based Brain Fingerprints for Population Neuroscience Using Deep Learning

2024-08-06

Abstract excerpt

Task-based functional magnetic resonance imaging (tb-fMRI) reveals individual differences in the neural basis of cognitive functions by linking specific tasks to neural responses. However, scaling tb-fMRI to population-level studies is challenging due to its cognitive demands, variations in task design across studies, and the limited scope of tasks in large datasets. To address this, we propose DeepTaskGen, a deep...

Topics

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

Identifiers and source

Literature Corpus work: 017682b3-9090-52df-8da9-efeb8b8f6856
DOI: 10.1101/2024.08.03.606469

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Generating Synthetic Task-based Brain Fingerprints for Population Neuroscience Using Deep LearningDOI 10.1101/2024.08.03.606469Read

Explanatory latent representation of heterogeneous spatial maps of task-fMRI in large-scale datasetsSemantic proximity Read

Predicting Individual Task Contrasts From Resting-state Functional Connectivity using a Surface-based Convolutional NetworkSemantic proximity Read

How tasks change whole-brain functional organization to reveal brain-phenotype relationshipsSemantic proximity Read

TS-AI: A deep learning pipeline for multimodal subject-specific parcellation with task contrasts synthesisSemantic proximity Read

How Tasks Change Whole-Brain Functional Organization to Reveal Brain-Phenotype Relationships.Semantic proximity Read

PI-FC: Pre-training Individual-specific Functional Connectome through State-invariant Contrastive LearningSemantic proximity Read

NeuroFM: Toward Precision Neuroimaging with Foundation Models for Individualized Brain Health EstimationSemantic proximity Read

An atlas of trait associations with resting-state and task-evoked human brain functional architectures in the UK BiobankSemantic proximity Read

MAMBAxBrain: A Multi-task Neural Framework Linking Brain Functional Dynamics to Individual Fingerprints, Cognitive and Disease StatesSemantic proximity Read

Improving Predictability, Reliability and Generalisability of Brain-Wide Associations for Cognitive Abilities via Multimodal StackingSemantic proximity Read

Task-guided Generative Adversarial Networks for Synthesizing and Augmenting Structural Connectivity Matrices for Connectivity-Based PredictionSemantic proximity Read

Deep generation of personalized connectomes based on individual attributesSemantic proximity Read