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The Role and Modelling of Presynaptic Inhibition in the Visual Pathway: Applications in Image Processing

机译:突触抑制在视觉通路中的作用和建模:在图像处理中的应用

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Presynaptic Inhibition (PI) basically consists of the strong suppression of a neuron's response before the stimulus reaches the synaptic terminals mediated by a second, inhibitory, neuron. It has a long lasting effect, greatly potentiated by the action of anaesthetics, that has been observed in motorneurons and in several other places of nervous systems, mainly in sensory processing. In this paper we will focus on several different ways of modelling the effect of PI in the visual pathway as well as the different artificial counterparts derived from such modelling, mainly in two directions: the possibility of computing invariant representations against general changes in illumination of the input image impinging the retina (which is equivalent to a low-level non linear information processing filter) and the role of PI as selector of sets of stimulae that have to be derived to higher brain areas, which, in turn, is equivalent to a "higher-level filter" of information, in the sense of "filtering" the possible semantic content of the information that is allowed to reach later stages of processing.
机译:突触前抑制(PI)基本上是在刺激到达第二个抑制性神经元介导的突触末端之前,强烈抑制神经元的反应。它具有持久的作用,在麻醉后的运动神经元和其他几个神经系统部位(主要是在感觉过程中)已被麻醉药的作用大大增强。在本文中,我们将重点介绍几种在视觉通路中对PI效果建模的不同方法,以及从此类建模中衍生出来的不同人工对等物,主要是从两个方向进行的:针对不变照明的一般变化计算不变表示的可能性撞击视网膜的输入图像(等效于低级非线性信息处理过滤器),以及PI作为刺激集的选择器的作用,这些刺激集必须衍生到较高的大脑区域,而后者又等效于从“过滤”信息的可能语义内容的意义上来说,信息是“更高级别的过滤器”,该语义内容被允许到达后续处理阶段。

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