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简介

本项目旨在构建一个完整的智慧饭堂餐饮系统,主要由菜品购买模块、餐盘回收模块、前端显示模块、数据库存储模块、小程序交互模块等五个模块组成,在前两个模块,我们将采集菜品图像、人脸信息、摄入重量等数据,并对菜品、餐盘、人脸进行识别,提取信息。前端显示模块用于实时向用户展示信息,数据库存储模块用于存储、管理所有数据。在用户交互模块,用户通过小程序查看就餐信息与报表,可以知晓自己的摄入情况与浪费情况,从而关注饮食健康;饭堂后台通过数据分析,可以知晓用户对不同菜品的喜爱程度,进行相应调整,打造符合用户口味的饭堂。

代码文件说明

  • 本项目包括三种识别网络模型,两次识别流程,一个微信小程序。两次识别流程分别运行在PC端与树莓派上。
文件夹 功能
dish 菜品识别模型
first/Face_RCN 人脸识别模型
wechatQRCode 二维码扫描模型
first 第一次识别流程
second 第二次识别流程
WeApp 微信小程序

在项目根目录下还有一些文件,是属于first与second里的部分文件都需要调用的。

  • 菜品识别使用的数据集为自己制作的数据集,占用空间较大,不在此处放出,训练好的模型在./dish/model/model.pkl
  • 人脸识别使用开源数据集,训练好的模型在./first/FaceRCN/model_data/下。
  • 二维码扫描使用微信提供的caffe模型,位于./wechatQRCode下。

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