功能磁共振成像和脑电图生物信号的同时分析:一种多模式融合方法

Luis M. Pereira, A. Salazar, L. Vergara
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引用次数: 0

摘要

本文提出了一种同时获取功能磁共振图像和脑电图信号数据的新分析方法。考虑到该领域目前的技术状况,该方法是在多模态融合的背景下提出的,可以应用于处理的早期和/或后期阶段。讨论了数据的空间和时间同步问题以及基于过采样和欠采样的可能解决方案。这项正在进行的研究的主要目标是在认知任务中增加对大脑激活区(兴趣区)识别的时间和空间分辨率。一些初步结果的三维重建脑容量从脑电图信号进行一个古怪的任务包括。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Simultaneous analysis of fMRI and EEG biosignals: a multimodal fusion approach
This paper presents a proposal of new analyses for data from functional magnetic resonance images and electroencephalographic signals acquired simultaneously. Considering the current state of the art in this field, the methodology is proposed in the context of multimodal fusion that can be applied in early and/or late stages of the processing. Several problems such as spatial and time synchronization of the data and possible solutions to deal with them based on over-sampling or under-sampling are discussed. The principal objective of this ongoing research consists of increasing temporal and spatial resolution for recognition of activation zones of the brain (zones of interest) during cognitive tasks. Some preliminary results of 3D reconstruction of the brain volume from electroencephalographic signals of a subject carrying out an oddball task are included.
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