Code Monkey home page Code Monkey logo

entropicgans_meet_vaes's Introduction

EntropicGANs_meet_VAEs

Official implementation of "EntropicGANs meet VAEs: A Statistical Approach to Compute Sample Likelihoods in GANs"

Training

To train the model, run

python src/main.py --savename mnist --savedir results/MNIST --gan_mode swgan --usePrimalLoss

To compute sample likelihoods on the trained EntropicGAN model, run

python src/main.py --savename mnist --savedir results/MNIST --loadpath results/MNIST/models/model_5000.ckpt --gan_mode swgan --mode eval --evalroot 'path to dataset whose likelihood we wish to compute'

The likelihood scores for samples are stored as a numpy array.

Citation

If you use this code for your research, please cite

@article{Balaji2018Entropic,
author    = {Yogesh Balaji and
             Hamed Hassani and
             Rama Chellappa and
             Soheil Feizi},
title     = {Entropic GANs meet VAEs: {A} Statistical Approach to Compute Sample
             Likelihoods in GANs},
journal   = {CoRR},
volume    = {abs/1810.04147},
year      = {2018},
url       = {http://arxiv.org/abs/1810.04147},
}

entropicgans_meet_vaes's People

Contributors

yogeshbalaji avatar

Watchers

 avatar  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.