Code Monkey home page Code Monkey logo

kedreamix / gan_step_by_step Goto Github PK

View Code? Open in Web Editor NEW
10.0 3.0 0.0 97.97 MB

GAN Step By Step -- GSBS,顾名思义,我希望我自己能够一步一步的学习GAN。GAN 又名 生成对抗网络,是最近几年很热门的一种无监督算法,他能生成出非常逼真的照片,图像甚至视频。GAN是一个图像的全新的领域,从2014的GAN的发展现在,在计算机视觉中扮演这越来越重要的角色,并且到每年都能产出各色各样的东西,GAN的理论和发展都蛮多的。我感觉最近有很多人都在学习GAN,但是国内可能缺少比较多的GAN的理论及其实现,所以我也想着和大家一起学习,并且提供主流框架下 **pytorch,tensorflow,keras** 的一些实现教学。 在一个2016年的研讨会,`杨立昆`描述生成式对抗网络是“`机器学习这二十年来最酷的想法`”。

Python 100.00%
gan cgan dcgan pytorch

gan_step_by_step's Introduction

GAN Step By Step

logo

心血来潮

GSBS,顾名思义,我希望我自己能够一步一步的学习GAN。GAN 又名 生成对抗网络,是最近几年很热门的一种无监督算法,他能生成出非常逼真的照片,图像甚至视频。GAN是一个图像的全新的领域,从2014的GAN的发展现在,在计算机视觉中扮演着越来越重要的角色,并且每年都能产出各色各样的东西,GAN的理论和发展都蛮多的。我感觉最近有很多人都在学习GAN,但是国内可能缺少比较多的GAN的理论及其实现,所以我也想着和大家一起学习,并且提供主流框架下 pytorch,tensorflow,keras 的一些实现教学。

在一个2016年的研讨会,杨立昆描述生成式对抗网络是“机器学习这二十年来最酷的想法”。


目录

这是GAN的地图,接下来,我们也会一起遍历他,学习更多GAN的知识

GSBS - Step1: GAN介绍入门介绍

GSBS - Step2: GAN详细介绍及其应用

GSBS - Step3: DCGAN

GSBS - Step4: CGAN

GSBS - Step5: ACGAN

GSBS - Step6: LSGAN

GSBS - Step7: WGAN

comming soon 计划更新

  • GAN
  • DCGAN (Deep Convolutional GAN)
  • CGAN (Conditional GAN)
  • ACGAN (Auxiliary Classifier GAN)
  • LSGAN (Least Squares GAN)
  • WGAN (Wasserstein GAN)
  • WGAN GP(Wasserstein GAN GP)
  • SRGAN (Super-Resolution GAN)
  • ESRAN (Enhanced Super-Resolution GAN)
  • InfoGAN
  • BEGAN
  • Cycle GAN
  • Pix2Pix
  • LSGAN
  • WGAN GP
  • Semi-Supervised GAN

这里给出我的github地址,欢迎大家一起来fork和star

Github地址:https://github.com/Dreaming-future/GAN_Step_By_Step

gan_step_by_step's People

Contributors

kedreamix avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  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.