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Face Recognition using 4-PSK Joint Transform Correlation

机译:使用4-PSK联合变换相关的人脸识别

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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:本文提出了一种有效的基于相位编码和4相移键控(PSK)的条纹调整联合变换相关(FJTC)技术,用于人脸识别应用。所提出的技术在参考图像上使用相位编码和4通道相移方法,可以在不影响系统处理速度的情况下对其进行预先计算。 4通道PSK步骤消除了多余的零阶项,消除了多个相似输入场景对象之间的自相关,同时产生了增强的互相关输出。对于每个通道,离散小波分解预处理已用于适应各种3D面部表情的影响,噪声的影响和光照变化。已使用各种图像数据集(例如Yale)和扩展Yale B在不同环境(例如光照变化和面部表情的3D变化)下测试了所提出技术的性能。测试结果表明,与现有的基于JTC的人脸识别技术相比,所提出的技术具有明显更好的性能。

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