Department of Psychological Medicine, Faculty of Medicine, The University of Auckland Auckland, New Zealand ; Liggins Institute, The University of Auckland Auckland, New Zealand.
Front Comput Neurosci. 2013 Feb 15;7:4. doi: 10.3389/fncom.2013.00004. eCollection 2013.
We describe a model for cortical development that resolves long-standing difficulties of earlier models. It is proposed that, during embryonic development, synchronous firing of neurons and their competition for limited metabolic resources leads to selection of an array of neurons with ultra-small-world characteristics. Consequently, in the visual cortex, macrocolumns linked by superficial patchy connections emerge in anatomically realistic patterns, with an ante-natal arrangement which projects signals from the surrounding cortex onto each macrocolumn in a form analogous to the projection of a Euclidean plane onto a Möbius strip. This configuration reproduces typical cortical response maps, and simulations of signal flow explain cortical responses to moving lines as functions of stimulus velocity, length, and orientation. With the introduction of direct visual inputs, under the operation of Hebbian learning, development of mature selective response "tuning" to stimuli of given orientation, spatial frequency, and temporal frequency would then take place, overwriting the earlier ante-natal configuration. The model is provisionally extended to hierarchical interactions of the visual cortex with higher centers, and a general principle for cortical processing of spatio-temporal images is sketched.
我们描述了一个皮质发育模型,该模型解决了早期模型长期存在的难题。该模型提出,在胚胎发育过程中,神经元的同步放电及其对有限代谢资源的竞争,导致选择了一系列具有超小世界特性的神经元。因此,在视觉皮层中,通过浅层斑片状连接链接的大柱呈现出逼真的模式,具有产前排列,将来自周围皮层的信号以类似于欧几里得平面投影到莫比乌斯带上的形式投射到每个大柱上。这种配置再现了典型的皮质响应图,并且对信号流的模拟解释了皮质对移动线的响应作为刺激速度、长度和方向的函数。随着直接视觉输入的引入,在赫布学习的作用下,对给定方向、空间频率和时间频率的刺激的成熟选择性反应“调谐”的发展将取代早期的产前配置。该模型被临时扩展到视觉皮层与高级中枢的分层交互作用,并概述了皮质处理时空图像的一般原理。