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猕猴MT区的神经元归一化是一种强度加权平均值。

Neuronal normalization in monkey MT is an intensity-weighted average.

作者信息

Cherian Chery, Maunsell John H R

出版信息

bioRxiv. 2025 Jul 25:2025.07.21.665985. doi: 10.1101/2025.07.21.665985.

Abstract

Normalization is a ubiquitous neuronal computation that is important for safeguarding stimulus selectivity. However, normalization strength has been found to vary greatly across neurons. Here, we show that the normalization of responses by neurons in the macaque middle temporal visual area (MT) is profoundly affected by the receptive field responsivity at each stimulus location. An intensity-weighted normalization model, in which intensity is defined as the product of stimulus contrast and a location-specific receptive field weight, explains most of the previously observed variability in normalization across neurons. It furthermore explains systematic changes in the semi-saturation contrast of contrast response functions at different receptive field locations. Finally, intensity-weighted normalization reveals that spontaneous activity can be viewed as unknown excitatory drive that has measurable intensity and contributes to normalization equivalently to experimental stimuli.

摘要

归一化是一种普遍存在的神经元计算,对保护刺激选择性很重要。然而,已发现归一化强度在不同神经元之间差异很大。在这里,我们表明,猕猴颞中视觉区域(MT)中神经元对反应的归一化受到每个刺激位置感受野反应性的深刻影响。一种强度加权归一化模型,其中强度被定义为刺激对比度与特定位置感受野权重的乘积,可以解释之前观察到的不同神经元归一化的大部分变异性。它还解释了不同感受野位置对比度反应函数的半饱和对比度的系统变化。最后,强度加权归一化表明,自发活动可被视为具有可测量强度的未知兴奋性驱动,并且对归一化的贡献与实验刺激等效。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1fb8/12330570/5b2bf6bf53d6/nihpp-2025.07.21.665985v1-f0001.jpg

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