将视觉处理与数字电路联系起来的模板理论。

G A Horridge
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引用次数: 42

摘要

简单的刺激模式,在本例中是视觉的,由时空布尔函数表示,可以在每个感觉神经元后面的4 × 4的16个模板查找表中总结。这些模板组对应于每个受体后面列中的神经元组。它们将特定的输入组合抽象为简单组合,并在时间上包含两个连续的状态。一个模板就像一个阈值处的神经元场,当这个场与刺激模式卷积时,它就会做出反应。相同的结构可以在连续的层中重复,以进行渐进分类并拒绝不适当的组合。在任何层次上,这些模板都是分组的,因此提供了大量的组合,可以在更深层次上代表更复杂的刺激模式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A template theory to relate visual processing to digital circuitry.

Simple stimulus patterns, in this case visual, are represented by spatiotemporal Boolean functions that can be summarized in a 4 x 4 look-up table of 16 templates behind each sensory neuron. These groups of templates correspond to groups of neurons in columns behind each receptor. They abstract specific combinations of input in simple combinations and include two successive states in time. A template is like a neuron field at threshold, and responds as the field is convolved with the stimulus pattern. The same structure can be repeated in successive layers to make progressive categorization and to reject inappropriate combinations. At any level, the templates act in groups, so providing a very large number of combinations that can represent more complex stimulus patterns at deeper levels.

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Proceedings of the Royal Society of London Series B-Containing Papers of Abiological Character
Proceedings of the Royal Society of London Series B-Containing Papers of Abiological Character 生命科学, 发育生物学与生殖生物学, 发育生物学
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