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Analysis of visual information by receptive field dynamics

机译:通过接受场动力学分析视觉信息

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This paper shows how an important phenomenon found in biological systems can be modeled by suited dynamics. This phenomenon is the adaptation of the geometrical representation of the information perceived by the visual system. The basic concept of the proposed model are generalized receptive fields. Such receptive fields are characterized by a set of parameters underlying dynamics on different time scales. The performance of the model is demonstrated by comparison to results of neurophysiological experiments. Examples are given how the proposed model can be applied to a complex real-world task in image processing.
机译:本文展示了如何通过合适的动力学对生物系统中发现的重要现象进行建模。这种现象是视觉系统感知到的信息的几何表示的适应。提出的模型的基本概念是广义接受域。这样的接收场的特征在于在不同时间尺度上基于动力学的一组参数。通过与神经生理学实验结果进行比较证明了该模型的性能。给出了示例,说明了如何将建议的模型应用于图像处理中的复杂现实任务。

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