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Face Recognition using 4-PSK Joint Transform Correlation

机译:面部识别使用4-PSK联合变换相关性

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This paper presents an efficient phase-encoded and 4-phase shift keying (PSK)-based fringe-adjusted joint transform correlation (FJTC) technique for face recognition applications. The proposed technique uses phase encoding and a 4-channel phase shifting method on the reference image which can be pre-calculated without affecting the system processing speed. The 4-channel PSK step eliminates the unwanted zero-order term, autocorrelation among multiple similar input scene objects while yield enhanced crosscorrelation output. For each channel, discrete wavelet decomposition preprocessing has been used to accommodate the impact of various 3D facial expressions, effects of noise, and illumination variations. The performance of the proposed technique has been tested using various image datasets such as Yale, and extended Yale B under different environments such as illumination variation and 3D changes in facial expressions. The test results show that the proposed technique yields significantly better performance when compared to existing JTC-based face recognition techniques.
机译:本文提出了面部识别应用的有效相位编码和4-相移键控(PSK)系条纹调节联合变换相关(FJTC)技术。所提出的技术的用途的相位编码和参考图像上的4通道相移方法,而不会影响系统的处理速度,可以被预先计算。 4通道PSK步骤消除了不希望的零阶项,自相关多个类似的输入场景对象之中而产率提高互相关输出。对于每个通道,离散小波分解的预处理已经用于容纳各种3D面部表情,噪声的影响,以及照明变化的影响。所提出的技术的性能已经使用各种图像数据组如耶鲁下不同的环境,如照明变化进行了测试,并扩展耶鲁B和在面部表情3D变化。相比于现有的基于JTC-面部识别技术时,测试结果表明,该技术收益显著更好的性能。

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