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Titlebook: Behavior Analysis and Modeling of Traffic Participants; Xiaolin Song,Haotian Cao Book 2022 Springer Nature Switzerland AG 2022

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发表于 2025-3-21 19:31:29 | 显示全部楼层 |阅读模式
期刊全称Behavior Analysis and Modeling of Traffic Participants
影响因子2023Xiaolin Song,Haotian Cao
视频video
学科分类Synthesis Lectures on Advances in Automotive Technology
图书封面Titlebook: Behavior Analysis and Modeling of Traffic Participants;  Xiaolin Song,Haotian Cao Book 2022 Springer Nature Switzerland AG 2022
影响因子A road traffic participant is a person who directly participates in road traffic, such as vehicle drivers, passengers, pedestrians, or cyclists, however, traffic accidents cause numerous property losses, bodily injuries, and even deaths to them. To bring down the rate of traffic fatalities, the development of the intelligent vehicle is a much-valued technology nowadays. It is of great significance to the decision making and planning of a vehicle if the pedestrians‘ intentions and future trajectories, as well as those of surrounding vehicles, could be predicted, all in an effort to increase driving safety. Based on the image sequence collected by onboard monocular cameras, we use the Long Short-Term Memory (LSTM) based network with an enhanced attention mechanism to realize the intention and trajectory prediction of pedestrians and surrounding vehicles. However, although the fully automatic driving era still seems far away, human drivers are still a crucial part of the road‒driver‒vehicle system under current circumstances, even dealing with low levels of automatic driving vehicles. Considering that more than 90 percent of fatal traffic accidents were caused by human errors, thus it
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发表于 2025-3-22 03:43:23 | 显示全部楼层
Predictions of the Intention and Future Trajectory of the Pedestrian,changes of their walking intentions and motion trajectories bring major challenges to intelligent vehicle decision-making and planning. For example, pedestrians may decide to cross the road when they were waiting on the side of the road, appearing in any position of the vehicle. Therefore, research
发表于 2025-3-22 07:35:02 | 显示全部楼层
Driver Secondary Driving Task Behavior Recognition,, while also, accurately recognizing different driving-related tasks in real time. However, several difficulties should be overcome to achieve this goal. First, the videos collected by the onboard monocular camera always contain noises because of non-negligible environmental factors such as illumina
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发表于 2025-3-22 13:15:51 | 显示全部楼层
Driving Behavior Analysis Based on Naturalistic Driving Data,and psychological factors could affect risky driving behaviors. Therefore, it is very helpful to explore the influence mechanism of driver’s demographic characteristics and psychological factors on risky driving behaviors for traffic safety. The main purpose of this chapter is to take the driving ex
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978-3-031-00381-3Springer Nature Switzerland AG 2022
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发表于 2025-3-23 03:30:54 | 显示全部楼层
Immune Metabolism in Health and Tumorer, traffic accidents cause numerous property losses, bodily injuries, and even deaths to them. According to a report by the World Health Organization in 2018 [1], the traffic accident is the 8th leading cause of death for people of all ages. The number of road traffic deaths remains unacceptably hi
发表于 2025-3-23 09:37:52 | 显示全部楼层
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