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Automatic Motorcyclist Helmet Rule Violation Detection using Tensorflow Keras in OpenCV

机译:使用OpenCV中的Tensorflow和Keras自动检测摩托车头盔规则

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Motorcycle accidents have been hastily growing throughout the years in several countries because road safety is often neglected by riders worldwide leading to accidents and deaths. To address this issue, most countries have laws which mandate the use of helmets for two-wheeler riders so, it is very important for motorcyclists to understand the risks of riding without a helmet. Riders who do not wear helmets are at greatest risk of suffering a traumatic brain injury; if they met with an accident without protection, the head is susceptible to a harrowing impact in an accident. In India, there is a rule that mandate helmet only for riders but not even for passengers. Anyone may suffer from accident or head injuries whom are using motorcycle without helmet. It should be mandatory for everyone to wear helmet; even for children. So, to mandate this we have developed a system which is based on Tensorflow & Keras in the field of Computer Vision. System is able to detect whether motorcyclists wear helmet or not even at real time. If anyone of them is present with no helmet then system will precisely observed the situation and declare the rule violations. The system can be implemented in malls, offices, marts, school and college that only allows people to enter the premises only after detecting helmet with automated barrier. It will definitely affect the use of helmet that will save humans life at all.
机译:多年来,摩托车事故在多个国家/地区急速增长,因为全世界骑车者经常忽视道路安全,从而导致事故和死亡。为了解决这个问题,大多数国家/地区都有法律规定两轮车手必须使用头盔,因此,摩托车骑士了解没有头盔的骑行风险非常重要。不戴头盔的骑手极有可能遭受外伤性脑损伤。如果他们在没有保护的情况下发生事故,那么头部在事故中很容易受到惨痛的撞击。在印度,有一条规则规定头盔仅适用于骑行者,甚至不适用于乘客。使用不戴头盔的摩托车可能会导致事故或头部受伤。每个人都必须戴头盔;即使是儿童因此,为了强制执行此任务,我们在计算机视觉领域开发了一个基于Tensorflow&Keras的系统。系统能够实时检测摩托车驾驶员是否戴头盔。如果其中任何人没有戴头盔,那么系统将精确观察情况并声明违反规则。该系统可以在商场,办公室,集市,学校和大学中实施,只有在检测到具有自动障碍物的头盔后,才允许人们进入场所。它肯定会影响头盔的使用,从而彻底挽救人类的生命。

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