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Hyperspectral Image-Based Night-Time Vehicle Light Detection Using Spectral Normalization and Distance Mapper for Intelligent Headlight Control

机译:基于光谱归一化和距离映射器的基于高光谱图像的夜间车灯检测用于智能大灯控制

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摘要

This paper proposes a vehicle light detection method using a hyperspectral camera instead of a Charge-Coupled Device (CCD) or Complementary metal-Oxide-Semiconductor (CMOS) camera for adaptive car headlamp control. To apply Intelligent Headlight Control (IHC), the vehicle headlights need to be detected. Headlights are comprised from a variety of lighting sources, such as Light Emitting Diodes (LEDs), High-intensity discharge (HID), and halogen lamps. In addition, rear lamps are made of LED and halogen lamp. This paper refers to the recent research in IHC. Some problems exist in the detection of headlights, such as erroneous detection of street lights or sign lights and the reflection plate of ego-car from CCD or CMOS images. To solve these problems, this study uses hyperspectral images because they have hundreds of bands and provide more information than a CCD or CMOS camera. Recent methods to detect headlights used the Spectral Angle Mapper (SAM), Spectral Correlation Mapper (SCM), and Euclidean Distance Mapper (EDM). The experimental results highlight the feasibility of the proposed method in three types of lights (LED, HID, and halogen).
机译:本文提出了一种使用高光谱摄像头代替电荷耦合器件(CCD)或互补金属氧化物半导体(CMOS)摄像头的车辆光检测方法,用于自适应汽车前照灯控制。要应用智能大灯控制(IHC),需要检测车辆大灯。前灯由多种光源组成,例如发光二极管(LED),高强度放电(HID)和卤素灯。另外,尾灯由LED和卤素灯制成。本文引用了IHC的最新研究。前照灯的检测存在一些问题,例如从CCD或CMOS图像错误地检测路灯或标志灯以及自车的反射板。为了解决这些问题,本研究使用高光谱图像,因为它们具有数百个波段,并且比CCD或CMOS相机提供更多的信息。用于检测前灯的最新方法使用了光谱角映射器(SAM),光谱相关映射器(SCM)和欧氏距离映射器(EDM)。实验结果突出了该方法在三种类型的灯(LED,HID和卤素灯)中的可行性。

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