Git Product home page Git Product logo

transfer-learning's Introduction

Transfer-Learning-迁移学习**Keras当中的实现


目录

  1. 所需环境 Environment
  2. 仓库内容 WhatsIn
  3. 文件下载 Download

所需环境

tensorflow-gpu==1.13.1
keras==2.1.5

仓库内容

仓库保存了三个例子,分别是:

  • VGG16训练分类网络-利用dense全连接完成分类-猫狗大战
  • MobileNet训练分类网络-利用GlobalAveragePooling全局池化完成分类-猫狗大战
  • Resnet50-Segnet训练语义分割网络-区分斑马线

这三个例子均使用了迁移学习的**,主干部分提取出来的特征是通用的,所以我们可以不训练主干部分先,因此训练部分分为两步,分别是冻结训练和解冻训练,冻结训练是不训练主干的,解冻训练是训练主干的。 由于训练的特征层变多,解冻后所需显存变大。

文件下载

猫狗数据集:链接: https://pan.baidu.com/s/1TqmdkJBY49ftg19tRK2Ngg 提取码: htxf
斑马线数据集:连接:链接:https://pan.baidu.com/s/1uzwqLaCXcWe06xEXk1ROWw 提取码:pp6w

transfer-learning's People

Contributors

bubbliiiing avatar

Watchers

 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.