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Nonlinear pattern recognition correlators based on color-encoding single-channel systems

机译:基于颜色编码单通道系统的非线性模式识别相关器

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摘要

In color pattern recognition, color channels are normally processed separately and afterward the correlation outputs are combined. This is the definition of multichannel processing. We combine a single-channel method with nonlinear filtering based on nonlinear correlations. These nonlinear correlations yield better discrimination than common matched filtering. The method codes color information as amplitude and phase distributions and is followed by correlations related to binary decompositions. The technique is based on binary decompositions of the red, green, and blue and the hue, saturation, and intensity monochromatic channels of the reference and of the input scene, after which the binary information on the red, green, and blue channels and that of the hue, saturation, and intensity channels are encoded as different angles of a phase distribution. We have applied the method to images degraded by high levels of substitutive noise. Results show that the sliced orthogonal nonlinear generalized correlation detects the target with a high degree of discrimination when other methods fail.
机译:在颜色模式识别中,通常会分别处理颜色通道,然后再组合相关输出。这是多通道处理的定义。我们将单通道方法与基于非线性相关性的非线性滤波相结合。这些非线性相关性比普通匹配滤波具有更好的判别能力。该方法将颜色信息编码为幅度和相位分布,然后进行与二进制分解有关的相关性。该技术基于红色,绿色和蓝色以及参考和输入场景的色相,饱和度和强度单色通道的二进制分解,此后,关于红色,绿色和蓝色通道的二进制信息以及色相,饱和度和强度通道中的任意一个被编码为相位分布的不同角度。我们已将该方法应用于因高水平的替代噪声而退化的图像。结果表明,当其他方法失败时,切片正交非线性广义相关可以高分辨地检测目标。

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