Harmonization of multi|site functional MRI data with dual|projection ...

Harmonization of multi-site functional MRI data with dual-projection ...

Harmonization of multi-site functional MRI data with dual-projection based ICA model. Huashuai Xu, 1 , 2 Yuxing Hao, 1 Yunge Zhang, 1 Dongyue Zhou, 1 Tommi Kä ...

(PDF) Harmonization of multi-site functional MRI data with dual ...

This study investigates the use of our DP-based ICA denoising method for harmonizing functional MRI (fMRI) data collected from the Autism Brain ...

Huashuai Xu - Harmonization of Multi-Site MRI Data - JYX

We also proposed an innovative multimodal denoising approach that employs a dual projection (DP) methodology grounded on linked independent.

Harmonization of multi-site MRI data - JYX

However, this approach faces challenges due to differences in MRI scanners that can distort results. Two methods, independent component analysis (ICA) and ...

Harmonizing multi-site, multi-scanner fMRI data with ComBat

Hello, I am planning to use ComBat to harmonize fMRI data but I have a question about the batch level. There are seven cohorts (all with ...

Learning multi-site harmonization of magnetic resonance images ...

Harmonization improves Magn. Reson. Imaging (MRI) data consistency and is central to effective integration of diverse imaging data acquired ...

Comprehensive evaluation of harmonization on functional brain ...

To embrace big-data neuroimaging, harmonizing the site effect in resting-state functional magnetic resonance imaging (R-fMRI) data fusion is ...

Harmonization of resting-state functional MRI data across multiple ...

We demonstrate that site differences are composed of biological sampling bias (differences between the participant groups) and engineering measurement bias.

Harmonization techniques for machine learning studies using multi ...

Harmonization techniques for machine learning studies using multi-site functional MRI data ... multiple centers have enabled studying ...

Efficacy of MRI data harmonization in the age of machine learning

... harmonization corrects site effects in functional connectivity measurements from multi‐site fMRI data. ... Multi-site harmonization of MRI data ...

A Toolbox for Harmonizing Multi-site Brain Imaging for Big-data Era

It is designed to harmonize resting-state functional Magnetic Resonance Imaging (rs-fMRI) data across different centers, accounting for site ...

Harmonization of multi-site MRS data with ComBat - ScienceDirect

It has been validated for use with structural and functional MRI metrics but not for MRS measured metabolites. This study investigated the ...

Addressing multi‐site functional MRI heterogeneity through dual ...

In this article, we propose a dual-expert fMRI harmonization (DFH) framework for automated MDD diagnosis.

Approaches and Challenges for Across-site Harmonization of ...

statistical harmonization modeling on imaging data from multiple modalities, including structural, functional, and ... multi-shell diffusion MRI data ...

Harmonization of resting-state functional MRI data across multiple ...

However, site differences represent a barrier when acquiring multisite neuroimaging data. We utilized a traveling-subject dataset in conjunction ...

Harmonization of resting-state functional MRI data across multiple ...

The research group collected a traveling-subject rs-fMRI dataset, in which nine participants traveled to 12 sites, and a multi-site, multi- ...

[PDF] Statistical harmonization corrects site effects in functional ...

Removal of site effects and enhancement of signal using dual projection independent component analysis for pooling multi‐site MRI data · Medicine, Engineering.

Harmonization of Multi-site Dynamic Functional Connectivity ...

Neuroscience studies have begun to benefit from combining large numbers of data from different sites to increase statistical power.

Harmonization of Multi-Site Neuroimaging Data from Complex Study ...

... functional MRI. To address this, the field has rapidly been developing tools for the harmonization of imaging data after acquisition. We have proposed ...

Harmonizing Multisite MRI Data Using ComBat - Brainhack school

The purpose of this project is to learn and apply two other techniques for inter-site data harmonization: the open source ComBat library, which ...