残差神经网络
障碍物
计算机科学
人工智能
计算机视觉
前线(军事)
实时计算
模拟
深度学习
工程类
机械工程
政治学
法学
标识
DOI:10.1109/icbaie52039.2021.9389928
摘要
This paper proposes a new method of automatic driving. First of all, A* algorithm is used to determine the next step forward direction of the automatic vehicle. At the same time, ResNet network and SSD network improved by focal loss are used to avoid right lights and obstacles respectively. ResNet network is used to detect whether there is a red light in front. The SSD network improved by focal loss is used to detect whether there is an obstacle in front of the vehicle and judge whether the obstacle can affect the vehicle forward. The judgment results of the two networks are combined to decide whether the vehicle stops or not. This paper will be tested in the simulation environment, and accuracy of the combination of ResNet network and SSD network is 77.2%.
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