Giter VIP home page Giter VIP logo

face-attractiveness's Introduction

Face Attriactiveness by keras

基于深度学习的颜值评价

本文基于SCUT-FBP5500数据库实现基于深度学习的颜值评价

下载数据

SCUT-FBP5500是包含5500张人脸图片的数据集,其下载地址为百度网盘访问密码: if7p ,Size = 172MB

训练

基于深度学习的颜值打分器曾实现过一个基于ResNet50的网络进行打分,其存在以下两个问题:

  1. 所有数据一次性读入内存,小于20G的机器无法训练

  2. 选用模型太大,运行时需要的显存在8G以上,一般的机器也无法运行

针对以上两个问题,本文采用fit_generator,大大减少了训练所需的资源,模型也换成自己的小模型,取得了不错的效果.

部署

cd web
python app.py

打开浏览器,输入网址localhost:5000.选择一张图片上传,稍等片刻就会返回识别结果。

参考

基于深度学习的颜值打分器

face-attractiveness's People

Contributors

imistyrain avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.