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Fusing DTI and FMRI Data: A Survey of Methods and Applications

机译:融合DTI和FMRI数据:方法和应用概述

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摘要

The relationship between brain structure and function has been one of the centers of research in neuroimaging for decades. In recent years, diffusion tensor imaging (DTI) and functional magnetic resonance imaging (fMRI) techniques have been widely available and popular in cognitive and clinical neurosciences for examining the brain’s white matter (WM) micro-structures and gray matter (GM) functions, respectively. Given the intrinsic integration of WM/GM and the complementary information embedded in DTI/fMRI data, it is natural and well-justified to combine these two neuroimaging modalities together to investigate brain structure and function and their relationships simultaneously. In the past decade, there have been remarkable achievements of DTI/fMRI fusion methods and applications in neuroimaging and human brain mapping community. This survey paper aims to review recent advancements on methodologies and applications in incorporating multimodal DTI and fMRI data, and offer our perspectives on future research directions. We envision that effective fusion of DTI/fMRI techniques will play increasingly important roles in neuroimaging and brain sciences in the years to come.
机译:数十年来,大脑结构与功能之间的关系一直是神经成像研究的中心之一。近年来,扩散张量成像(DTI)和功能磁共振成像(fMRI)技术已广泛应用于认知神经科学和临床神经科学中,用于检查大脑的白质(WM)微观结构和灰质(GM)功能,分别。鉴于WM / GM的内在整合以及DTI / fMRI数据中嵌入的补充信息,将这两种神经成像方式结合在一起以同时研究大脑的结构和功能及其关系是自然而合理的。在过去的十年中,DTI / fMRI融合方法取得了显著成就,并在神经影像和人脑测绘领域得到了应用。本调查报告旨在回顾在整合多模式DTI和fMRI数据方面方法和应用的最新进展,并就未来的研究方向提供我们的观点。我们设想,在未来几年中,DTI / fMRI技术的有效融合将在神经影像学和脑科学中发挥越来越重要的作用。

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