Welpe E
Biol Cybern. 1980;36(3):179-86. doi: 10.1007/BF00365773.
The reaction of color sensitive neural networks to intensity and color steps on logarithmic transformation of the input signals is calculated mathematically. The networks consist of opponent-color cells respectively with (duple system 1) or without a surround (duple system 2) or of double opponent-color cells (quadruple system). The output signals are independent of the intensity level. Both duple systems are able to code the color of homogeneous areas on a dichromatic level. The hue corresponds to the sign, the saturation to the absolute value of the output signal. The coding of saturation becomes incorrect at intensity borders only with duple system 1 (due to a Mach band response) at color borders however with duple system 1 and 2 (due to low-pass properties). The quadruple system (like duple system 2) is insensitive to intensity differences. It only responds to color differences, which are transferred according to a band-pass filter. The system therefore is able to function as a detector of color borders. The results are used in a new model for the processing of color and color borders. A linear transformation has been found to be less suited for color coding.
通过数学计算得出了颜色敏感神经网络对输入信号进行对数变换后的强度和颜色阶跃的反应。这些网络由分别带有(双系统1)或不带有环绕(双系统2)的对立色细胞或双对立色细胞(四重系统)组成。输出信号与强度水平无关。两个双系统都能够在二色性水平上对均匀区域的颜色进行编码。色调对应于输出信号的符号,饱和度对应于其绝对值。仅在强度边界处,双系统1的饱和度编码会出现错误(由于马赫带响应);而在颜色边界处,双系统1和2的饱和度编码都会出现错误(由于低通特性)。四重系统(与双系统2一样)对强度差异不敏感。它仅对颜色差异做出反应,颜色差异是根据带通滤波器进行传递的。因此,该系统能够充当颜色边界的检测器。这些结果被用于一种新的颜色和颜色边界处理模型中。已发现线性变换不太适合颜色编码。