A novel cost-effective vivo facial detection technique based on snapshot spectral imaging sensor

Zhihai Wang, Shuai Wang, Bo Gao, Tianxin Wang, Lvrong Zhao, Weixing Yu
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Abstract

In the field of face anti-counterfeiting, there are differences between the reflection spectrum of real faces and simulated faces, which can help us overcome the shortcomings of traditional RGB cameras that are difficult to identify the authenticity of faces. In our work, we designed a face anti-spoofing imaging system based on the snapshot spectral imaging chip, which can be used in face anti-spoofing imaging through the analysis of spectral imaging data. Experiments show that our sensor could reconstruct the spectrum of the face region, establish the spectral databases, and achieve face authenticity recognition under active light source based on deep convolutional neural network, with a face recognition accuracy of 95%.
基于快照光谱成像传感器的经济高效的新型活体面部检测技术
在人脸防伪领域,真实人脸与模拟人脸的反射光谱存在差异,这可以帮助我们克服传统RGB相机难以识别人脸真伪的缺点。在我们的工作中,我们设计了一种基于快照光谱成像芯片的人脸防伪成像系统,通过对光谱成像数据的分析,该系统可用于人脸防伪成像。实验表明,我们的传感器可以重建人脸区域的光谱,建立光谱数据库,并基于深度卷积神经网络实现主动光源下的人脸真伪识别,人脸识别准确率达到95%。
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