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New Fuzzy-based Retinex Method for the Illumination Normalization of Face Recognition

机译:基于新的基于模糊的视态识别归一化的retinex方法

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摘要

We propose a new illumination normalization for face recognition which robust in relation to the illumination variations on mobile devices. This research is novel in the following five ways when compared to previous works: (i) a new fuzzy-based Retinex method is proposed for illumination normalization; (ii) the performance of face recognition is enhanced by determining the optimal parameter of Retinex filtering based on fuzzy logic; (iii) the output of the fuzzy membership function is adaptively determined based on the mean and standard deviations of the grey values of the detected face region; (iv) through the comparison of various defuzzification methods in terms of the accuracy of face recognition, one optimal method was selected; (v) we proved the validations of the proposed method by testing it with various face recognition methods. Experimental results showed that the accuracy of the face recognition with the proposed method was enhanced compared to previous ones.
机译:我们提出了一种新的照明标准化,用于面部识别,这与移动设备上的照明变化有稳健。 与以前的作品相比,本研究采用以下五种方式是以下五种方式:(i)提出了一种新的基于模糊的视网膜方法,用于照明标准化; (ii)通过确定基于模糊逻辑的RetineX滤波的最佳参数,增强了面部识别的性能; (iii)基于检测到的面部区域的灰度值的平均值和标准偏差自适应地确定模糊隶属函数的输出; (iv)通过在面部识别的准确性方面比较各种除霜方法,选择了一种最佳方法; (v)我们通过用各种面部识别方法测试了所提出的方法的验证。 实验结果表明,与以前的方法相比,将面部识别的准确性提高。

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