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相关概念视频

Brain Imaging01:14

Brain Imaging

219
Brain imaging technologies provide critical insights into both the structure and function of the human brain, enabling medical professionals and researchers to diagnose, study, and treat neurological disorders or psychiatric disorders more effectively.
These technologies include computerized axial tomography (CAT or CT scans), positron-emission tomography (PET scans),  magnetic resonance imaging (MRI),  functional magnetic resonance imaging (fMRI), and Transcranial Magnetic...
219
Cerebrum: Anatomical Overview II01:11

Cerebrum: Anatomical Overview II

1.6K
Each cerebral hemisphere can be divided into three main regions. The outermost region, the cerebral cortex, is a thin layer (2 to 4 millimeters thick) made up of gray matter, consisting of neuron cell bodies, dendrites, glial cells, and blood vessels. The middle region, or white matter, is primarily composed of myelinated nerve fibers organized into three types of large tracts: association fibers, commissures, and projection fibers. Association fibers connect different areas within the same...
1.6K
Cerebellum: Anatomical Regions01:17

Cerebellum: Anatomical Regions

1.5K
The cerebellum, also known as the "little brain," is located in the posterior cranial fossa, inferior to the tentorium cerebelli and dorsal to the brainstem. It plays a significant role in motor control, coordination, and proprioception.
Cerebellar Structure
Externally, the cerebellum features a highly convoluted surface with numerous folia (narrow ridges) separated by shallow sulci (grooves). The cerebellum is divided into two hemispheres by a thin median structure known as the vermis. The...
1.5K
Disorders of the Nervous Tissue01:28

Disorders of the Nervous Tissue

1.1K
Nervous tissue is a vital component of the human body's communication system, enabling us to perceive and respond to stimuli. However, like all other tissues, it is vulnerable to disorders and diseases that can significantly impact our neurological functioning.
Homeostatic Imbalances:
Alzheimer's disease manifests as a gradual decline in memory and cognitive abilities, attributed to the buildup of amyloid plaques and neurofibrillary tangles in the brain.
Parkinson's disease arises from the...
1.1K
Functional Brain Systems: Limbic System01:15

Functional Brain Systems: Limbic System

2.4K
The limbic system, often called the "emotional brain," is a complex set of structures located deep within the brain. The intricate network of the limbic system supports a wide range of psychological functions, from emotional regulation to memory formation and sensory processing. This functional brain region encompasses specific parts of the diencephalon and the cerebrum, integrating the higher mental functions of the cerebral cortex with the primitive emotional responses of the deep brain...
2.4K

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相关实验视频

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Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
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Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data

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可学习的大脑连接结构,用于识别神经系统疾病.

Zhengwang Xia, Tao Zhou, Zhuqing Jiao

    IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society
    |August 20, 2024
    PubMed
    概括

    本研究介绍了大脑结构推理 (BSI),这是学习大脑网络结构的灵活模块. 通过提供端到端的培训,BSI提高了神经系统疾病分类的准确性,以更好地识别疾病.

    科学领域:

    • 神经科学是一个神经科学.
    • 机器学习 机器学习
    • 图形神经网络的神经网络

    背景情况:

    • 大脑网络对于识别神经系统疾病至关重要.
    • 目前的图形神经网络模型使用非可学习的,预定义的统计指标来构建大脑网络.
    • 这限制了模型在不同大脑疾病中的灵活性和强度.

    研究的目的:

    • 提出一个名为脑结构推理 (BSI) 的新,灵活的模块.
    • 在下游任务的统一框架内实现端到端的培训.
    • 直接学习最佳的底层图形结构,用于特定的神经疾病分类任务.

    主要方法:

    • 开发了大脑结构推理 (BSI) 模块.
    • 将BSI整合到一个统一的框架中,以便与下游任务无结合.
    • 启用端到端培训,学习特定任务的大脑图形结构.

    主要成果:

    • 在两个公共数据集上实现了74.83%和79.18%的分类准确度.
    • 与现有最先进的方法相比,至少有3%的改进.
    • 展示了高的解释性和与以前的发现的一致性.

    结论:

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    • BSI提供了一种灵活有效的方法来学习大脑网络结构.
    • 该方法提高了神经系统疾病识别的准确性和稳定性.
    • 在将图形神经网络应用于神经成像分析方面,BSI代表了重大进展.