Protein-based DOG filter for image processing and image illusion (Conference Presentation)

Y. Okada-Shudo, Hikaru Fukazawa
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Abstract

The receptive field of a visual neuron is the particular region in which a stimulus will modify the firing of that neuron. Retinal ganglion cells have a coaxial-shaped structure formed by the central excitatory and outer inhibitory regions. These regions respond oppositely to light. This shape can be mathematically modeled by a balanced Difference of Gaussian (DOG) function. In digital image processing, the DOG filter is used for detecting objects' edges. Bacteriorhodopsin (bR) is a photosensitive protein which resembles the visual pigment rhodopsin. When bR is illuminated, it generates a positive transient photocurrent, and, when light is switched off, a negative transient photocurrent is produced. This peculiar behavior is similar to the response of ganglion receptive fields. In this study, we fabricate a two-dimensional binarized DOG (b-DOG) filter, in which the central part mimics the excitatory part of the ganglion cell receptive fields, whereas the outer ring reproduces the effect observed in their outer inhibitory regions. This filter consists of photosensitive protein bR films and electrolyte solution that are sandwiched between ITO electrodes. To analyze the spatial-temporal frequency sensitivity, we use moving sine wave gratings with different pitches with a controlled scanning speed. When the temporal frequency is kept constant, the spatial frequency sensitivity matched with the Fourier transform of the b-DOG function. On the other hand, when the spatial frequency does not vary, the temporal frequency sensitivity corresponded well with the Fourier transform of Difference of Gamma function. Difference of Gamma function is known as the impulse response of the visual nerve of animals. We separately analyze the independent spatial and temporal frequencies collected from the spatial-temporal characteristics of the filter. The spatial-temporal frequency characteristics of b-DOG filter are similar to those of the X-type retinal ganglion cells. However, unlike the retinal ganglion cell, the b-DOG filter is a perfect linear filter. The analog image processing using this b-DOG filter is performed by scanning a standard test image. It is found that an edge can be detected just by scanning the image and plotting the zero-crossing point. With increasing input image size, the spatial frequency peak detected by the b-DOG filter shifts towards higher frequencies. Since there are only sharp edges where high spatial frequency components are present, the detected results of the analog filter are similar to that of the digital filter. Consequently, the phase difference between the input and output image is approximately the same for all pixels, and it agrees with the digital edge detection results. Some illusion images are scanned on the b-DOG filter to verify the occurrence of the illusion similar to vision. The Hermann grid illusion generated with lower-order vision was observed. It is found that no luminance information is necessary for the Herman grid illusion, because this b-DOG filter does not extract image luminance. The visual function elements similar to X-type retinal ganglion cells prepared in this study are useful to constructively understand the visual information processing mechanism of the organism.
基于蛋白质的DOG滤波器用于图像处理和图像错觉(会议报告)
视觉神经元的感受野是一个特定的区域,刺激会改变神经元的放电。视网膜神经节细胞具有由中央兴奋区和外抑制区组成的同轴状结构。这些区域对光有相反的反应。这种形状可以用平衡高斯差分(DOG)函数在数学上建模。在数字图像处理中,DOG滤波器用于检测物体的边缘。细菌视紫红质(bR)是一种类似于视色素视紫红质的光敏蛋白。当bR被照亮时,它产生一个正的瞬态光电流,当光被关闭时,它产生一个负的瞬态光电流。这种奇特的行为与神经节感受野的反应相似。在这项研究中,我们制作了一个二维二值化DOG (b-DOG)滤波器,其中中央部分模拟神经节细胞接受野的兴奋部分,而外环则再现了在其外部抑制区域观察到的效果。该过滤器由光敏蛋白bR薄膜和电解质溶液组成,它们夹在ITO电极之间。为了分析频率的时空敏感性,我们使用不同间距的移动正弦波光栅,并控制扫描速度。当时间频率一定时,空间频率灵敏度与b-DOG函数的傅里叶变换相匹配。另一方面,当空间频率不变时,时域频率灵敏度与差分函数的傅里叶变换相对应。伽马函数的差被称为动物视觉神经的脉冲反应。我们分别分析了从滤波器的时空特性中收集到的独立的空间频率和时间频率。b-DOG滤波器的时空频率特征与x型视网膜神经节细胞相似。然而,与视网膜神经节细胞不同,b-DOG滤波器是一个完美的线性滤波器。使用b-DOG滤波器的模拟图像处理是通过扫描标准测试图像来完成的。结果表明,只需扫描图像并绘制过零点,即可检测出边缘。随着输入图像尺寸的增大,b-DOG滤波器检测到的空间频率峰值向更高频率偏移。由于只有尖锐的边缘存在高空间频率分量,所以模拟滤波器的检测结果与数字滤波器的检测结果相似。因此,所有像素的输入和输出图像之间的相位差近似相同,并且与数字边缘检测结果一致。在b-DOG滤波器上扫描一些错觉图像,以验证类似视觉错觉的发生。观察到低阶视觉产生的Hermann网格错觉。发现Herman网格错觉不需要亮度信息,因为b-DOG滤波器不提取图像亮度。本研究制备的类似于x型视网膜神经节细胞的视觉功能元件有助于建设性地理解生物体的视觉信息加工机制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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