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有袋类动物初级视觉皮层中的特征选择性与不变性。

Feature selectivity and invariance in marsupial primary visual cortex.

作者信息

Jung Young Jun, Almasi Ali, Sun Shi, Yunzab Molis, Baquier Sebastien H, Renfree Marilyn, Meffin Hamish, Ibbotson Michael R

机构信息

Department of Biomedical Engineering, The University of Melbourne, Melbourne, Victoria, Australia.

National Vision Research Institute, Melbourne, Australian College of Optometry, Victoria, Australia.

出版信息

J Physiol. 2025 Jan;603(2):423-445. doi: 10.1113/JP285757. Epub 2024 Dec 3.

Abstract

A fundamental question in sensory neuroscience revolves around how neurons represent complex visual stimuli. In mammalian primary visual cortex (V1), neurons decode intricate visual features to identify objects, with most being selective for edge orientation, but with half of those also developing invariance to edge position within their receptive fields. Position invariance allows cells to continue to code an edge even when it moves around. Combining feature selectivity and invariance is integral to successful object recognition. Considering the marsupial-eutherian divergence 160 million years ago, we explored whether feature selectivity and invariance was similar in marsupials and eutherians. We recovered the spatial filters and non-linear processing characteristics of the receptive fields of neurons in wallaby V1 and compared them with previous results from cat cortex. We stimulated the neurons in V1 with white Gaussian noise and analysed responses using the non-linear input model. Wallabies exhibit the same high percentage of orientation selective neurons as cats. However, in wallabies we observed a notably higher prevalence of neurons with three or more filters compared to cats. We show that having three or more filters substantially increases phase invariance in the V1s of both species, but that wallaby V1 accentuates this feature, suggesting that the species condenses more processing into the earliest cortical stage. These findings suggest that evolution has led to more than one solution to the problem of creating complex visual processing strategies. KEY POINTS: Previous studies have shown that the primary visual cortex (V1) in mammals is essential for processing complex visual stimuli, with neurons displaying selectivity for edge orientation and position. This research explores whether the visual processing mechanisms in marsupials, such as wallabies, are similar to those in eutherian mammals (e.g. cats). The study found that wallabies have a higher prevalence of neurons with multiple spatial filters in V1, indicating more complex visual processing. Using a non-linear input model, we demonstrated that neurons with three or more filters increase phase invariance. These findings suggest that marsupials and eutherian mammals have evolved similar strategies for visual processing, but marsupials have condensed more capacity to build phase invariance into the first step in the cortical pathway.

摘要

感觉神经科学中的一个基本问题围绕着神经元如何表征复杂的视觉刺激展开。在哺乳动物的初级视觉皮层(V1)中,神经元解码复杂的视觉特征以识别物体,大多数神经元对边缘方向具有选择性,但其中一半在其感受野内对边缘位置也具有不变性。位置不变性使细胞即使在边缘移动时也能继续对其进行编码。结合特征选择性和不变性是成功进行物体识别所不可或缺的。考虑到有袋类动物与真兽类动物在1.6亿年前的分化,我们探究了有袋类动物和真兽类动物在特征选择性和不变性方面是否相似。我们恢复了沙袋鼠V1中神经元感受野的空间滤波器和非线性处理特性,并将它们与猫皮层先前的结果进行了比较。我们用白色高斯噪声刺激V1中的神经元,并使用非线性输入模型分析反应。沙袋鼠表现出与猫相同比例的高定向选择性神经元。然而,与猫相比,我们观察到沙袋鼠中具有三个或更多滤波器的神经元的比例明显更高。我们表明,具有三个或更多滤波器会显著增加这两个物种V1中的相位不变性,但沙袋鼠V1更突出这一特征,这表明该物种在最早的皮层阶段集中了更多的处理过程。这些发现表明,进化导致了不止一种解决创建复杂视觉处理策略问题的方法。要点:先前的研究表明,哺乳动物的初级视觉皮层(V1)对于处理复杂的视觉刺激至关重要,神经元对边缘方向和位置具有选择性。这项研究探究了有袋类动物(如沙袋鼠)的视觉处理机制是否与真兽类哺乳动物(如猫)相似。研究发现,沙袋鼠V1中具有多个空间滤波器的神经元比例更高,表明视觉处理更复杂。使用非线性输入模型,我们证明具有三个或更多滤波器的神经元会增加相位不变性。这些发现表明,有袋类动物和真兽类哺乳动物已经进化出了相似的视觉处理策略,但有袋类动物在皮层通路的第一步中集中了更多构建相位不变性的能力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/25a9/11737535/dafffd3fb310/TJP-603-423-g004.jpg

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