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单透镜光学相关性:在人脸识别中的应用。

One lens optical correlation: application to face recognition.

作者信息

Jridi Maher, Napoléon Thibault, Alfalou Ayman

出版信息

Appl Opt. 2018 Mar 20;57(9):2087-2095. doi: 10.1364/AO.57.002087.

Abstract

Despite its extensive use, the traditional 4f Vander Lugt Correlator optical setup can be further simplified. We propose a lightweight correlation scheme where the decision is taken in the Fourier plane. For this purpose, the Fourier plane is adapted and used as a decision plane. Then, the offline phase and the decision metric are re-examined in order to keep a reasonable recognition rate. The benefits of the proposed approach are numerous: (1) it overcomes the constraints related to the use of a second lens; (2) the optical correlation setup is simplified; (3) the multiplication with the correlation filter can be done digitally, which offers a higher adaptability according to the application. Moreover, the digital counterpart of the correlation scheme is lightened since with the proposed scheme we get rid of the inverse Fourier transform (IFT) calculation (i.e., decision directly in the Fourier domain without resorting to IFT). To assess the performance of the proposed approach, an insight into digital hardware resources saving is provided. The proposed method involves nearly 100 times fewer arithmetic operators. Moreover, from experimental results in the context of face verification-based correlation, we demonstrate that the proposed scheme provides comparable or better accuracy than the traditional method. One interesting feature of the proposed scheme is that it could greatly outperform the traditional scheme for face identification application in terms of sensitivity to face orientation. The proposed method is found to be digital/optical implementation-friendly, which facilitates its integration on a very broad range of scenarios.

摘要

尽管传统的4f范德卢格特相关器光学设置被广泛使用,但仍可进一步简化。我们提出了一种轻量级相关方案,该方案在傅里叶平面进行决策。为此,对傅里叶平面进行了调整并用作决策平面。然后,重新审视离线阶段和决策度量,以保持合理的识别率。所提出方法的优点众多:(1)它克服了与使用第二个透镜相关的限制;(2)简化了光学相关设置;(3)与相关滤波器的乘法可以通过数字方式完成,这根据应用提供了更高的适应性。此外,相关方案的数字对应部分得到了简化,因为通过所提出的方案我们摆脱了逆傅里叶变换(IFT)计算(即直接在傅里叶域进行决策而无需借助IFT)。为了评估所提出方法的性能,对数字硬件资源节省情况进行了深入分析。所提出的方法涉及的算术运算符数量减少了近100倍。此外,从基于面部验证的相关实验结果来看,我们证明所提出的方案提供了与传统方法相当或更好的准确性。所提出方案的一个有趣特征是,在对面部方向的敏感性方面,它在面部识别应用中可能大大优于传统方案。所提出的方法被发现对数字/光学实现友好,这便于其在非常广泛的场景中集成。

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