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GPL-2.0

停车场智能车牌识别系统

主要以记录合作项目、学习交流为目的,内附有代码注释,文档正处于逐步完善中...

本人目前正在学习阶段,代码及文档持续更新中,如有不足之处,敬请指出...

转发请注明出处,仅用于交流学习,不得用于商业用途;如有侵权,请联系本人...

参与贡献

主后端:@Empty

主前端:@1-7

网上参考文档

智能停车场车牌识别系统(一)、(二)

人工智能python3+tensorflow人脸识别_机器学习tensorflow object detection 实现人脸识别

介绍

本项目主要基于CenterNet目标检测 + 最优CNN模型识别 + Pygame模块界面 进行实现...

该项目涉及对象检测、图像预处理、模型训练、对象识别、界面实现、场景模拟、数据可视化等技术点...

主要围绕停车场智能车牌识别系统进行设计,对设计的功能一一实现并且进行拓展...

软件架构

代码架构说明

其余文件未标注的文件均为模型训练、检测的后台文件

由于模型文件较大,剩余的两个doc和training文件就放在这里

doc+training

代码架构目前还没完全优化,因此想要顺利运行就按如下图片所示进行运行

代码架构

模块功能说明

1、车牌识别模块 —— Empty

本案例详细描述了基于深度学习的车牌识别模块的主要实现流程

  • 车牌检测:object-detection + 目标数据预训练;
  • 车牌预处理:对检测得到的图像进行处理,以便后续放入模型中;
  • 车牌识别模型:利用预处理好了的数据进行模型训练;
  • 结果输出;

车牌识别流程图

2、进出闸界面管理模块 —— 1-7

本案例主要是设计符合停车场进出闸系统的界面;

  • 功能主要有自动识别、模拟进出场车牌图片的上传、数据采集、界面显示信息以及数据可视化;
  • 使用接口与基于卷积神经网络的车牌号自动识别进行连接,实现车牌照的自动识别功能;

界面设计流程图

环境安装教程

车牌识别模块环境安装教程+Gpu加速安装教程

代码浅显联系理解

使用说明

  1. 运行plate_recognition.py:可以在后台实现对车牌进行检测与识别,获取车牌号;
  2. 运行interface.py:实现停车场智能车牌识别系统;
  • 界面车牌号展示...
  • 车辆进入停车场的场景模拟
  • 车辆驶出停车场的场景模拟
  • 每日停车费统计分析图
  • 每日车流量分析图

结果展示

进场模拟1

进场模拟2

进场模拟3

出场模拟1

进场模拟2

收入图

车流量分析

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简介

本项目主要基于CenterNet目标检测 + 最优CNN模型识别 + Pygame模块界面 进行实现... 展开 收起
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停车场智能车牌识别系统
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