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Visbrain: A Multi-Purpose GPU-Accelerated Open-Source Suite for Multimodal Brain Data Visualization

机译:Visbrain:用于多模式大脑数据可视化的多功能GPU加速开源套件

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摘要

We present Visbrain, a Python open-source package that offers a comprehensive visualization suite for neuroimaging and electrophysiological brain data. Visbrain consists of two levels of abstraction: (1) objects which represent highly configurable neuro-oriented visual primitives (3D brain, sources connectivity, etc.) and (2) graphical user interfaces for higher level interactions. The object level offers flexible and modular tools to produce and automate the production of figures using an approach similar to that of Matplotlib with subplots. The second level visually connects these objects by controlling properties and interactions through graphical interfaces. The current release of Visbrain (version 0.4.2) contains 14 different objects and three responsive graphical user interfaces, built with PyQt: Signal, for the inspection of time-series and spectral properties, Brain for any type of visualization involving a 3D brain and Sleep for polysomnographic data visualization and sleep analysis. Each module has been developed in tight collaboration with end-users, i.e., primarily neuroscientists and domain experts, who bring their experience to make Visbrain as transparent as possible to the recording modalities (e.g., intracranial EEG, scalp-EEG, MEG, anatomical and functional MRI). Visbrain is developed on top of VisPy, a Python package providing high-performance 2D and 3D visualization by leveraging the computational power of the graphics card. Visbrain is available on Github and comes with a documentation, examples, and datasets ().
机译:我们将展示Visbrain,这是一个Python开源软件包,它为神经成像和电生理大脑数据提供了全面的可视化套件。 Visbrain包含两个抽象级别:(1)表示高度可配置的面向神经的视觉原语(3D大脑,源连接性等)的对象,以及(2)用于更高级别交互的图形用户界面。对象级别提供了灵活的模块化工具,可以使用类似于Matplotlib的带有子图的方法来生成和自动生成图形。第二级通过图形界面控制属性和交互,以可视方式连接这些对象。当前版本的Visbrain(版本0.4.2)包含14个不同的对象和三个响应式图形用户界面,这些界面使用PyQt构建:Signal,用于检查时间序列和光谱属性,Brain,用于涉及3D大脑和睡眠用于多导睡眠图数据可视化和睡眠分析。每个模块都是与最终用户(主要是神经科学家和领域专家)紧密合作开发的,这些最终用户利用他们的经验使Visbrain对记录方式(例如颅内EEG,头皮EEG,MEG,解剖学和功能MRI)。 Visbrain是在Python软件包VisPy之上开发的,该软件包通过利用图形卡的计算能力提供了高性能的2D和3D可视化。 Visbrain在Github上可用,并随附文档,示例和数据集()。

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