基于张量流的有效交通寻址

S. Swathi, S. P. Chakaravarthy, A. J. Wilson, A. P. Bharathi
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引用次数: 0

摘要

使用闭路电视进行有效的城市监控,并自动向邻近的警察局发出事故警报,并根据附近的警察局发出自动死亡警报。保留记录或日志,以表明是否已采取行动以及该活动的具体情况。无论事故是严重还是轻微,都需要医疗救助。因此,系统自动安排呼叫救护车到该位置。我们不再使用单一模型来检测事故、严重程度和车辆类型,而是使用多个模型,这些模型遵循层次结构,与单一模型相比,预测所需的计算能力将得到优化。建立和训练的模型是CNN,它将图像作为输入,如果检测到事故,则将图像馈送到下两个模型,否则它将预测下一个图像。如果检测到事故,则将图像馈送到下一个模型,以了解事故的严重程度和车辆类型,如果严重程度为中等或较高,则算法将详细信息发送到警察局并呼叫救护车并记录在数据库中,之后将打开记录模式(它将检索事故前5分钟的视频,直到救护车到达)在检测到救护车后,事故预测周期持续进行。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Effective Addressal of Traffic using Tensor Flow
Effective city surveillance using CCTV with automated accident alarm to the adjacent police station and automatic death alert based on the nearby police station Keep a record or log to indicate if action has been done and the specifics of that activity. Whether the accident be more severe or mild there's somehow need for a medical assistance. So, the system automatically arranges a call out for ambulance to the location. Instead of using a single model for detection of accident, severity and vehicle type we are going to use multiple models which follows a hierarchy in this way the computation power needed for prediction will be optimized compared to a single model. Themodel that are built and trained are CNN which takes images as an input if anaccident is detected than the image is fed to the next two models or else it will predict for the next image. If accident is detected, then the image is fed to the next model to know the accident severity and vehicle type if severity is medium or high than the algorithm sends the details to the police station and calls an ambulance and record it in the database afterward it will turn on the recording mode (it will retrieve video 5 minute prior to the accident till the ambulance arrived) after the detection of the ambulance the Accident prediction cycle continuous.
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