Expectation Modifies the Representational Fidelity of Complex Visual Objects

Margaret Jane Moore, Amanda K. Robinson, J. Mattingley
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Abstract

Abstract Prediction has been shown to play a fundamental role in facilitating efficient perception of simple visual features such as orientation and motion, but it remains unclear whether expectations modulate neural representations of more complex stimuli. Here, we addressed this issue by characterising patterns of brain activity evoked by two-dimensional images of familiar, real-world objects which were either expected or unexpected based on a preceding cue. Participants (n = 30) viewed stimuli in rapid serial visual presentation (RSVP) streams which contained both high-fidelity and degraded (diffeomorphically warped) object images. Multivariate pattern analyses of electroencephalography (EEG) data were used to quantify and compare the degree of information represented in neural activity when stimuli were random (unpredictable), expected, or unexpected. Degraded images elicited reduced representational fidelity relative to high-fidelity images. However, degraded images were represented with improved fidelity when they were presented in expected relative to random sequence positions; and stimuli in unexpected sequence positions yielded reduced representational fidelity relative to random presentations. Most notably, neural responses to unexpected stimuli contained information pertaining to the expected (but not presented) stimulus. Debriefing at the conclusion of the experiment revealed that participants were not aware of the relationship between cue and target stimuli within the RSVP streams, suggesting that the differences in stimulus decoding between conditions arose in the absence of explicit predictive knowledge. Our findings extend fundamental understanding of how the brain detects and employs predictive relationships to modulate high-level visual perception.
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期望改变复杂视觉对象的表象保真度
摘要 预测已被证明在促进对简单视觉特征(如方向和运动)的有效感知方面发挥着根本性的作用,但预测是否会调节对更复杂刺激的神经表征仍不清楚。为了解决这个问题,我们对现实世界中熟悉物体的二维图像所诱发的大脑活动模式进行了描述,这些二维图像根据前面的提示要么是预期的,要么是出乎意料的。受试者(n = 30)在快速序列视觉呈现(RSVP)流中观看刺激物,该流同时包含高保真和降级(差形扭曲)的物体图像。脑电图(EEG)数据的多变量模式分析用于量化和比较随机(不可预测)、预期或意外刺激时神经活动所代表的信息程度。与高保真图像相比,降解图像引起的表征保真度降低。然而,相对于随机序列位置,当降级图像出现在预期序列位置时,其表征保真度有所提高;而相对于随机呈现,出现在意外序列位置的刺激则会降低表征保真度。最值得注意的是,对意外刺激的神经反应包含与预期(但未呈现)刺激相关的信息。实验结束后的汇报显示,参与者并没有意识到 RSVP 流中线索和目标刺激之间的关系,这表明不同条件下的刺激解码差异是在没有明确预测知识的情况下产生的。我们的研究结果拓展了人们对大脑如何检测和利用预测关系来调节高级视觉感知的基本认识。
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