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Adaptation of retinal processing to image contrast and spatial scale

机译:视网膜处理适应图像对比度和空间比例

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Owing to the limited dynamic range of a neuron's output, neural circuits are faced with a trade-off between encoding the full range of their inputs and resolving gradations among those inputs. For example, the ambient light level varies daily over more than nine orders of magnitude, whereas the firing rate of optic nerve fibres spans less than two. This discrepancy is alleviated by light adaptation: as the mean intensity increases, the retina becomes proportionately less sensitive. However, image statistics other than the mean intensity also vary drastically during routine visual processing. Theory predicts that an efficient visual encoder should adapt its strategy not only to the mean, but to the full shape of the intensity distribution. Here we report that retinal ganglion cells, the output neurons of the retina, adapt to both image contrast-the range of light intensities-and to spatial correlations within the scene, even at constant mean intensity. The adaptation occurs on a scale of seconds, one hundred times more slowly than the immediate light response, and involves 2-5-fold changes in the firing rate. It is mediated within the retinal network: two independent sites of modulation after the photoreceptor cells appear to be involved. Our results demonstrate a remarkable plasticity in retinal processing that may contribute to the contrast adaptation of human vision.
机译:由于神经元输出的动态范围有限,因此神经电路面临着在对其输入的整个范围进行编码和解析这些输入之间的灰度之间进行权衡的问题。例如,环境光水平每天变化超过九个数量级,而视神经纤维的发射率跨越不到两个。通过光适应可以缓解这种差异:随着平均强度的增加,视网膜的敏感度也相应降低。但是,在常规视觉处理过程中,除平均强度以外的图像统计信息也会发生巨大变化。理论预测,高效的视觉编码器不仅应使其策略适应均值,还应适应强度分布的完整形状。在这里,我们报道视网膜神经节细胞,即视网膜的输出神经元,即使在恒定的平均强度下,也适应图像对比度(光强度范围)以及场景内的空间相关性。适应发生的时间为几秒钟,比立即的光响应慢一百倍,并且涉及发射速率的2至5倍变化。它在视网膜网络内介导:似乎参与了感光细胞后的两个独立的调节位点。我们的结果表明,视网膜加工过程中具有显着的可塑性,可能有助于人类视觉的对比度适应。

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