Giter VIP home page Giter VIP logo

imgen's Introduction

ImageGenerate

  1. Build a DCGAN to generator Pokemon images
  2. Try BEGAN and disentangled VAE for it (recently working on)
  3. Build a pix2pix app to get a style transfer network
  4. Do some frontend work

Result

DCGAN result

Unlike face, number, landscape of typical kind, pokemons have too many different shape and color, which make DCGAN suffers.

If we choose the yellow pokemon only(you can find in folder pokemon_yellow) to train the network, or use a very small batch(say batch_size < 8), the images you generate will be a little better. But as training with only a few images, no matter how the noise Z changes, DCGAN only generates a few similar images.

If you happen to train your DCGAN with a reletively large batch (say 256), your network will confuse on what you might want it to learn. Adding up 256 different pokemon with different color and shapes will get you mess.

I will try BEGAN and disentangled VAE ugly

imgen's People

Contributors

pyeprog avatar

Watchers

 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.