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3D Multi-Spectrum Sensor System with Face Recognition

机译:具有面部识别功能的3D多光谱传感器系统

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摘要

This paper presents a novel three-dimensional (3D) multi-spectrum sensor system, which combines a 3D depth sensor and multiple optical sensors for different wavelengths. Various image sensors, such as visible, infrared (IR) and 3D sensors, have been introduced into the commercial market. Since each sensor has its own advantages under various environmental conditions, the performance of an application depends highly on selecting the correct sensor or combination of sensors. In this paper, a sensor system, which we will refer to as a 3D multi-spectrum sensor system, which comprises three types of sensors, visible, thermal-IR and time-of-flight (ToF), is proposed. Since the proposed system integrates information from each sensor into one calibrated framework, the optimal sensor combination for an application can be easily selected, taking into account all combinations of sensors information. To demonstrate the effectiveness of the proposed system, a face recognition system with light and pose variation is designed. With the proposed sensor system, the optimal sensor combination, which provides new effectively fused features for a face recognition system, is obtained.
机译:本文提出了一种新颖的三维(3D)多光谱传感器系统,该系统结合了3D深度传感器和针对不同波长的多个光学传感器。各种图像传感器,例如可见光,红外(IR)和3D传感器,已被引入商业市场。由于每种传感器在各种环境条件下都有其自身的优势,因此应用程序的性能在很大程度上取决于选择正确的传感器或传感器的组合。在本文中,提出了一种传感器系统,我们将其称为3D多光谱传感器系统,其中包括可见光,热红外和飞行时间(ToF)三种类型的传感器。由于建议的系统将来自每个传感器的信息集成到一个已校准的框架中,因此可以在考虑到传感器信息的所有组合的情况下轻松选择适合应用的最佳传感器组合。为了证明所提出系统的有效性,设计了具有光线和姿势变化的面部识别系统。利用提出的传感器系统,获得了最佳传感器组合,该组合为面部识别系统提供了新的有效融合特征。

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