Innovative applications with artificial intelligence methods in neuroimaging data analysis

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Editorial

16 December 2022

Editorial: Innovative applications with artificial intelligence methods in neuroimaging data analysis

Feng Liu

,

Li Zhao

,

Yuan-Chiao Lu

and

Yao Wu

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Editors

4

Yao Wu

Children’s National Hospital

Feng Liu

Tianjin Medical University General Hospital

Li Zhao

Zhejiang University

Yuan-Chiao Lu

Children’s National Hospital

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About

Developing advanced analytic techniques to process neuroimaging data is crucial in advancing our understanding of the human brain structure and function. Most traditional image processing methods are unable to meet the accuracy and efficiency requirements of clinical practice and neuroscience research. On the other hand, advanced data processing methods such as artificial intelligence have yielded promising results.

In this Research Topic, we will focus on developing and optimizing artificial intelligence methods in brain image analysis, including but not limited to the following applications:
- image classification
- image segmentation
- image localization
- image registration
- image denoising
- image reconstruction

In addition, studies using novel processing methods and tools to solve neuroimaging-related clinical or neuroscience questions (e.g., neuropsychiatric disease diagnosis) are also within the scope of this Research Topic.

This Research Topic will cover important methodological questions and novel applications in neuroimaging data analysis for fetal, infant, adolescent, and adult brain images. It will benefit neuroscientists and clinicians by introducing state-of-the-art artificial intelligence techniques that will elevate the accuracy and efficiency of neuroimaging data processing. As a result, this will advance the understanding of the human brain, which may assist in early diagnosis and developing intervention and/or surgery in patients with brain disorders.

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Editors

Yao Wu

Children’s National Hospital

Feng Liu

Tianjin Medical University General Hospital

Li Zhao

Zhejiang University

Yuan-Chiao Lu

Children’s National Hospital

Impact

40,969 Total views

27,871 Article views

10,963 Article downloads

2,135 Topic views

Published In

Frontiers in Human Neuroscience

Brain Imaging and Stimulation

Frontiers in Psychiatry

Neuroimaging

Frontiers in Neuroscience

Brain Imaging Methods

Frontiers in Neuroimaging

Brain Imaging Methods

Frontiers in Neurology

Brain Imaging Methods

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