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Real-time decoding of covert attention in higher-order visual areas

机译:实时解码高阶视觉区域中的秘密注意

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摘要

Brain-computer-interfaces (BCI) provide a means of using human brain activations to control devices for communication. Until now this has only been demonstrated in primary motor and sensory brain regions, using surgical implants or non-invasive neuroimaging techniques. Here, we provide proof-of-principle for the use of higher-order brain regions involved in complex cognitive processes such as attention. Using realtime fMRI, we implemented an online ‘winner-takes-all approach’ with quadrant-specific parameter estimates, to achieve single-block classification of brain activations. These were linked to the covert allocation of attention to real-world images presented at 4-quadrant locations. Accuracies in three target regions were significantly above chance, with individual decoding accuracies reaching upto 70%. By utilising higher order mental processes, ‘cognitive BCIs’ access varied and therefore more versatile information, potentially providing a platform for communication in patients who are unable to speak or move due to brain injury.
机译:脑机接口(BCI)提供了一种使用人脑激活来控制通信设备的方法。到目前为止,这仅在外科手术植入物或非侵入性神经成像技术的主要运动和感觉大脑区域得到证实。在这里,我们为涉及复杂的认知过程(例如注意力)的高阶大脑区域的使用提供原理证明。使用实时功能磁共振成像,我们实现了在线的“赢家通吃”方法,并具有象限特定的参数估计值,以实现大脑激活的单块分类。这些与秘密关注分配给在四象限位置显示的真实世界图像有关。三个目标区域的准确度大大高于机会,单个解码的准确度高达70%。通过利用更高阶的心理过程,“认知BCI”的访问方式变得多样化,因此信息也变得更加通用,从而可能为因脑损伤而无法说话或无法移动的患者提供交流平台。

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