Giter Site home page Giter Site logo

nathan-sixnines / cppn-gan-vae-cifar-tensorflow Goto Github PK

View Code? Open in Web Editor NEW

This project forked from hardmaru/cppn-gan-vae-cifar-tensorflow

0.0 2.0 0.0 38.96 MB

First attempt to use the previous CPPN-GAN-VAE model to train on CIFAR-10 images.

Python 100.00%

cppn-gan-vae-cifar-tensorflow's Introduction

cppn-gan-vae tensorflow on CIFAR-10

Train Compositional Pattern Producing Network as a Generative Model, using Generative Adversarial Networks and Variational Autoencoder techniques to produce high resolution images.

CIFAR Truck CPPN Output after training on the Truck class of CIFAR-10

sampler.py can be used inside IPython to interactively see results from the models being trained.

See my blog post at blog.otoro.net for more details on training on the MNIST set.

This version is an experimental hacked version of the MNIST model to train on CIFAR-10. Results are not really good yet, but I decided to just put the code up in case anyone wants to play with it and make it work.

I wrote another blog post about some of the current generative results on CIFAR-10, and what I think can improve this model going forward.

Tested this implementation on TensorFlow 0.60.

Used images2gif.py written by Almar Klein, Ant1, Marius van Voorden.

License

BSD - images2gif.py

MIT - everything else

cppn-gan-vae-cifar-tensorflow's People

Watchers

James Cloos avatar Nathan Epstein 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.