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视觉运动检测中光子噪声的传播与信息传递

Propagation of photon noise and information transfer in visual motion detection.

作者信息

Shi Lei, Borst Alexander

机构信息

Department of Systems and Computational Neuroscience, Max-Planck-Institute of Neurobiology, Martinsried, Germany.

出版信息

J Comput Neurosci. 2006 Apr;20(2):167-78. doi: 10.1007/s10827-005-5906-3. Epub 2006 Apr 22.

Abstract

The extraction of the direction of motion from the time varying retinal images is one of the most basic tasks any visual system is confronted with. However, retinal images are severely corrupted by photon noise, in particular at low light levels, thus limiting the performance of motion detection mechanisms of what sort so ever. Here, we study how photon noise propagates through an array of Reichardt-type motion detectors that are commonly believed to underlie fly motion vision. We provide closed-form analytical expressions of the signal and noise spectra at the output of such a motion detector array. We find that Reichardt detectors reveal favorable noise suppression in the frequency range where most of the signal power resides. Most notably, due to inherent adaptive properties, the transmitted information about stimulus velocity remains nearly constant over a large range of velocity entropies.

摘要

从随时间变化的视网膜图像中提取运动方向是任何视觉系统都面临的最基本任务之一。然而,视网膜图像会受到光子噪声的严重干扰,尤其是在低光照水平下,从而限制了任何类型运动检测机制的性能。在此,我们研究光子噪声如何通过一系列通常被认为是果蝇运动视觉基础的赖夏特型运动探测器传播。我们给出了这种运动探测器阵列输出端信号和噪声谱的闭式解析表达式。我们发现,赖夏特探测器在大部分信号功率所在的频率范围内显示出良好的噪声抑制效果。最值得注意的是,由于其固有的自适应特性,在很大范围的速度熵内,关于刺激速度的传输信息几乎保持不变。

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