The method for providing of parking location guidance service in a smart parking lot

Eun Joo Kim, Woongshik You, C. Pyo
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Abstract

We proposed a parking location guidance service method using deep learning model in a smart parking lot. License plate image detection and character recognition are required to guide the parking location, and both of these steps use machine learning methods. In particular, the edge system and the server are mounted with a learning model so as not to generate a lot of traffic by transmitting all vehicle images to the server, and the edge system cut only the license plate image using the vehicle license plate detection learning model and transmits it to the server. In the server mounted with the recognition learning model, only license plate images are collected to recognize license plate characters. Rather than performing both license plate image detection and license plate character recognition in the server, it will be much more efficient to cut the license plate image in the edge system and transmit only image information necessary for character recognition to the server as it can reduce the traffic load.
一种在智能停车场中提供停车位置引导服务的方法
提出了一种基于深度学习模型的智能停车场车位引导服务方法。车牌图像检测和字符识别需要引导停车位置,这两个步骤都使用了机器学习方法。特别地,在边缘系统和服务器上安装了学习模型,这样就不会通过将所有车辆图像传输到服务器而产生大量的流量,并且边缘系统使用车辆车牌检测学习模型只截取车牌图像并将其传输到服务器。在安装了识别学习模型的服务器中,仅采集车牌图像来识别车牌字符。与其在服务器中同时进行车牌图像检测和车牌字符识别,不如在边缘系统中切割车牌图像,只将字符识别所需的图像信息传输到服务器,这样可以减少流量负载,效率更高。
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