Deep Learning Methods for Object Detection in Autonomous Vehicles

Amit Juyal, Sachin Sharma, Priya Matta
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引用次数: 7

Abstract

The automotive industry and researchers have recently shown an interest in autonomous vehicles. In an autonomous vehicle, different technologies may be used. Radio Detection and Ranging Technology (RADAR), Light Image Detection and Ranging Technology (LiDAR) and computer vision are commonly recognized techniques. Computer vision is a method of extracting significant features from a digital image that allows the computer to perceive the features of objects and interpret the image. In recent research, it has been found that methods of deep learning can detect objects in real time. In the current review, approaches focused on CNN are discussed and their performances are compared.
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自动驾驶汽车中目标检测的深度学习方法
汽车行业和研究人员最近对自动驾驶汽车表现出了兴趣。在自动驾驶汽车中,可能会使用不同的技术。无线电探测与测距技术(RADAR)、光图像探测与测距技术(LiDAR)和计算机视觉是公认的技术。计算机视觉是一种从数字图像中提取重要特征的方法,它允许计算机感知物体的特征并解释图像。在最近的研究中,人们发现深度学习的方法可以实时检测物体。在本综述中,主要讨论了以CNN为中心的方法,并对其性能进行了比较。
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