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Online tracking of the contents of conscious perception using real-time fMRI

机译:使用实时功能磁共振成像技术在线跟踪意识知觉的内容

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摘要

Perception is an active process that interprets and structures the stimulus input based on assumptions about its possible causes. We use real-time functional magnetic resonance imaging (rtfMRI) to investigate a particularly powerful demonstration of dynamic object integration in which the same physical stimulus intermittently elicits categorically different conscious object percepts. In this study, we simulated an outline object that is moving behind a narrow slit. With such displays, the physically identical stimulus can elicit categorically different percepts that either correspond closely to the physical stimulus (vertically moving line segments) or represent a hypothesis about the underlying cause of the physical stimulus (a horizontally moving object that is partly occluded). In the latter case, the brain must construct an object from the input sequence. Combining rtfMRI with machine learning techniques we show that it is possible to determine online the momentary state of a subject's conscious percept from time resolved BOLD-activity. In addition, we found that feedback about the currently decoded percept increased the decoding rates compared to prior fMRI recordings of the same stimulus without feedback presentation. The analysis of the trained classifier revealed a brain network that discriminates contents of conscious perception with antagonistic interactions between early sensory areas that represent physical stimulus properties and higher-tier brain areas. During integrated object percepts, brain activity decreases in early sensory areas and increases in higher-tier areas. We conclude that it is possible to use BOLD responses to reliably track the contents of conscious visual perception with a relatively high temporal resolution. We suggest that our approach can also be used to investigate the neural basis of auditory object formation and discuss the results in the context of predictive coding theory.
机译:感知是一个活跃的过程,它基于对可能的原因的假设来解释和构造刺激输入。我们使用实时功能磁共振成像(rtfMRI)来研究动态物体整合的一个特别有力的演示,其中相同的物理刺激间歇性地引起完全不同的有意识物体感知。在这项研究中,我们模拟了在窄缝后面移动的轮廓对象。使用此类显示,物理上相同的刺激可以引起完全不同的感知,这些感知要么与物理刺激紧密对应(垂直移动的线段),要么代表有关物理刺激根本原因的假设(部分封闭的水平移动的对象)。在后一种情况下,大脑必须根据输入序列构造一个对象。 rtfMRI与机器学习技术的结合,我们表明可以从时间分辨的BOLD活动中在线确定受试者意识感知的瞬时状态。另外,我们发现,与当前没有反馈呈现的相同刺激的功能磁共振成像记录相比,有关当前已解码感知的反馈提高了解码率。对训练有素的分类器的分析揭示了一个大脑网络,该大脑网络通过代表物理刺激属性的早期感觉区域和较高层的大脑区域之间的拮抗作用来区分意识感知的内容。在综合对象感知过程中,大脑活动在早期的感觉区域减少,而在高层区域增加。我们得出结论,有可能使用BOLD响应以相对较高的时间分辨率可靠地跟踪意识视觉感知的内容。我们建议,我们的方法还可以用于调查听觉对象形成的神经基础,并在预测编码理论的背景下讨论结果。

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