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Can the Outputs of LGN Y-Cells Support Emotion Recognition? A Computational Study

机译:LGN Y细胞的输出是否支持情绪识别? 计算研究

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摘要

It has been suggested that emotional visual input is processed along both a slower cortical pathway and a faster subcortical pathway which comprises the lateral geniculate nucleus (LGN), the superior colliculus, the pulvinar, and finally the amygdala. However, anatomical as well as functional evidence concerning the subcortical route is lacking. Here, we adopt a computational approach in order to investigate whether the visual representation that is achieved in the LGN may support emotion recognition and emotional response along the subcortical route. In four experiments, we show that the outputs of LGNY-cells support neither facial expression categorization nor the same/different expression matching by an artificial classificator. However, the same classificator is able to perform at an above chance level in a statistics-based categorization of scenes containing animals and scenes containing people and of light and dark patterns. It is concluded that the visual representation achieved in the LGN is insufficient to allow for the recognition of emotional facial expression.
机译:已经提出,情绪视觉输入沿着较慢的皮质途径和更快的解剖途径处理,该途径包括横向胰核(LGN),优异的脉冲,脉搏,以及最终杏仁核。然而,缺乏解剖学以及有关细本途径的功能证据。这里,我们采用计算方法来研究LGN中实现的视觉表示是否可以支持沿着子质导路线的情绪识别和情绪反应。在四个实验中,我们表明LGNY-Cells的输出既不支持面部表情分类,也不支持由人工分类器匹配的相同/不同的表达式。然而,相同的分类器能够在基于统计的基于场景的统计学中执行的统计水平,其中包含包含人员和光明和黑暗模式的动物和场景的场景。结论是,在LGN中实现的视觉表现不足以允许识别情绪面部表情。

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