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pyqt5_face_recognition's Introduction

基于卷积神经网络的学生人脸识别考勤系统

上传前已经通过测试,希望各位认真查阅README,不要做伸手党,不熟悉TensorFlow和python的请提前学习。欢迎给小星星。

测试环境:

1.Windows 10
2.TensorFlow1.14 GPU版本(没有GPU也可以,CPU版本会慢一些)
3.PyQt
4.Sqlite3

使用的模型:

MTCNN->人脸检测

FaceNet->人脸识别

程序目录如下:

20170512-11-547下为FaceNet数据 这个数据太大无法上传,请到百度云下载
链接:https:// pan.baidu. com/s/1nMwbahnZ0ZgeIOO6UrATdw(请去掉空格) **提取码:w3it **
align文件夹下为MTCNN模型数据
src文件夹下为所有主程序文件 SetUpMainWindow.py为启动文件
DB文件夹下为sqlite3数据库
emb_img和src_img文件夹在程序运行时会自动创建(或者可以直接手动创建,两个都是空文件夹)
文件中不包含UI文件,所有UI文件均转换成Python程序文件

5

目录结构

目录结构1
目录结构2
目录结构3

DB目录讲解

StudentCheckWorkDB.db 为学生考勤数据表
StudentFaceDB.db 为学生人脸数据

6

操作步骤

1、创建班级人脸数据
2、创建班级考勤表
3、选择学生学号,与人脸表
4、录入人脸
5、提取特征
5、开始检测

软件界面细节

1

2

3

4

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