在早期视觉皮层中存在高水平视觉预测错误
David Richter1,2, Tim C Kietzmann3, Floris P de Lange1
1Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Nijmegen, the Netherlands.
PLoS biology
|November 11, 2024
概括
高级预测,而不是局部不匹配,通过影响早期视觉皮层的神经活动来塑造感知. 这表明惊喜信号源于中央并传播,有助于感知推断.
科学领域:
- 神经科学是一个神经科学.
- 计算神经科学是一种神经科学.
- 认知科学 认知科学
背景情况:
- 感知整合了感官输入与先前知识.
- 预测处理模型表明神经活动随着令人惊的刺激而增加.
- 预测错误的等级起源仍然不清楚.
研究的目的:
- 为了调查预测错误是否在本地产生或从更高的皮层层传播.
- 为了确定皮层层次结构中的惊喜信号的性质.
- 使用功能磁共振成像 (fMRI) 和深度神经网络 (DNN) 模型测试假设.
主要方法:
- 在人类志愿者身上利用fMRI测量神经活动.
- 采用深度神经网络 (DNN) 模型来模拟视觉处理.
- 对刺激的神经反应进行比较,在低级和高级视觉惊喜方面有所不同.
主要成果:
- 低级和高级视觉皮层的神经活动与高级惊喜相关.
- 早期视觉皮层的反应与高水平的惊喜相扩大,偏离了前预测.
- 在早期视觉区域没有观察到对低水平视觉惊喜的显著反应.
结论:
- 预测错误在较高的皮质水平上计算,并向更早的区域广播.
- 高级预测对视觉皮层早期的感官处理产生自上而下的影响.
- 这种自上而下的调制有助于通过限制感官信息来进行感知推断.
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