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a system for searching information about losing children. you can find text information and upload images to achieve the similarity with the images in the system database so that you can be sure if this children is the person who you want to find.

Java 97.48% Python 2.52%

angeleyes's Introduction

AngelEyes

基于人脸识别技术的走失儿童找寻系统

pytorch实现vgg-face进行人脸识别

项目技术栈

  1. 深度学习和神经网络
  2. 图像处理
  3. web开发、webApp开发

项目完成功能

web端

包括一个完整的网站功能,基于Java8、SSM、tomcat7、mysql5.6

  • 登录注册模块
  • 论坛模块
  • 走失人员登记模块
  • 走失人员信息模块
  • 后台管理模块
  • 图像匹配模块
数据采集
  • 宝贝回家1.2W条左右图片和信息数据
  • 万事通寻人网:9k左右图片和信息数据
  • **寻人启事网:5k左右图片和信息数据
图像识别

基于python实现,神经网络基于pytorch实现

一、人脸检测
  1. 使用的技术:dlib、CNN、opencv

  2. 结果:准确率(1k张图片测试集)

    DLIB 92.82%

    OpenCV 88.14%

    CNN 90.77%

  3. 效果如下:

二、人脸对齐

使用的技术:简单的仿射变换,opencv即可

(图片来源于网络,侵删)

三、模型架构

四、匹配度

参与人员

@TenYun

@css0306

@莱布尼兹

@盐焗咸鱼

其他

模型、数据见issue

angeleyes's People

Contributors

wen-fei avatar wall-shen avatar

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