Results 31 to 40 of about 1,285,227 (187)

Domain Adaptation via Low Rank and Class Discriminative Representation for Autism Spectrum Disorder Identification: A Multi-Site fMRI Study

open access: yesIEEE transactions on neural systems and rehabilitation engineering, 2023
To construct a more effective model with good generalization performance for inter-site autism spectrum disorder (ASD) diagnosis, domain adaptation based ASD diagnostic models are proposed to alleviate the inter-site heterogeneity. However, most existing
Xingdan Liu   +5 more
semanticscholar   +1 more source

Modeling Adaptation Effects in fMRI Analysis [PDF]

open access: yes, 2009
The standard general linear model (GLM) for rapid event-related fMRI design protocols typically ignores reduction in hemodynamic responses in successive stimuli in a train due to incomplete recovery from the preceding stimuli. To capture this adaptation effect, we incorporate a region-specific adaptation model into GLM. The model quantifies the rate of
Ou, Wanmei   +4 more
openaire   +4 more sources

Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results [PDF]

open access: yesMedical Image Anal., 2020
Deep learning models have shown their advantage in many different tasks, including neuroimage analysis. However, to effectively train a high-quality deep learning model, the aggregation of a significant amount of patient information is required. The time
Xiaoxiao Li   +5 more
semanticscholar   +1 more source

Functional magnetic resonance imaging of cortical changes in a low-grade glioma patient [PDF]

open access: yesVojnosanitetski Pregled, 2010
Introduction. New methods for studying brain functions have provided the new insights into human brain. It is really possible to study a cortical adaptation in adults who have sustained injury.
Šveljo Olivera   +3 more
doaj   +1 more source

Adaptive analysis of fMRI data

open access: yesNeuroImage, 2003
This article introduces novel and fundamental improvements of fMRI data analysis. Central is a technique termed constrained canonical correlation analysis, which can be viewed as a natural extension and generalization of the popular general linear model method.
Ola, Friman   +3 more
openaire   +2 more sources

Adaptive smoothing in fMRI data processing neural networks [PDF]

open access: yes2017 International Workshop on Pattern Recognition in Neuroimaging (PRNI), 2017
Functional Magnetic Resonance Imaging (fMRI) relies on multi-step data processing pipelines to accurately determine brain activity; among them, the crucial step of spatial smoothing. These pipelines are commonly suboptimal, given the local optimisation strategy they use, treating each step in isolation.
Vilamala, Albert   +2 more
openaire   +2 more sources

Dynamic Adaptive Spatio-Temporal Graph Convolution for fMRI Modelling [PDF]

open access: yes, 2021
Accepted at International Workshop on Machine Learning in Clinical Neuroimaging (MLCN2021)
el-Gazzar, Ahmed   +2 more
openaire   +3 more sources

Evaluating the capabilities and challenges of layer-fMRI VASO at 3T

open access: yesAperture Neuro, 2023
Sub-millimeter functional imaging has the potential to capture cortical layer–specific functional information flow within and across brain systems. Recent sequence advancements of fMRI signal readout and contrast generations resulted in wide adaptation ...
Laurentius Huber   +7 more
doaj   +1 more source

Multi-Source Domain Adaptation Techniques for Mitigating Batch Effects: A Comparative Study

open access: yesFrontiers in Neuroinformatics, 2022
The past decade has seen an increasing number of applications of deep learning (DL) techniques to biomedical fields, especially in neuroimaging-based analysis.
Rohan Panda   +5 more
doaj   +1 more source

fMRI Repetition Suppression: Neuronal Adaptation or Stimulus Expectation? [PDF]

open access: yesCerebral Cortex, 2011
Measurements of repetition suppression with functional magnetic resonance imaging (fMRI adaptation) have been used widely to probe neuronal population response properties in human cerebral cortex. fMRI adaptation techniques assume that fMRI repetition suppression reflects neuronal adaptation, an assumption that has been challenged on the basis of ...
Jonas, Larsson, Andrew T, Smith
openaire   +2 more sources

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