Giter VIP home page Giter VIP logo

ganlatentdiscovery's Introduction

Unsupervised Discovery of Interpretable Directions in the GAN Latent Space

Official PyTorch implementation of pre-print Unsupervised Discovery of Interpretable Directions in the GAN Latent Space https://arxiv.org/abs/2002.03754 by Andrey Voynov and Artem Babenko.

This code explores interpretable latent space directions of a pretrained GAN.

An image

Here are several examples for Spectal Norm GAN (MNIST & Anime Faces), ProgGAN (CelebA-HQ) and BigGAN (ILSVRC):

An image

How to run?

Coming soon

Pretrained models

Coming soon

Credits

BigGAN code is based on the authors implementation: https://github.com/ajbrock/BigGAN-PyTorch

ProgGAN code is based on: https://github.com/ptrblck/prog_gans_pytorch_inference

U-net segmentation model code is based on: https://github.com/milesial/Pytorch-UNet

ganlatentdiscovery's People

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.