Git Product home page Git Product logo

gan-explorer's Introduction

Open In Colab

GAN-explorer

Simple Google Colab tool to animate stylegan2-ada-pytorch pickle files.

Timeline UI

Comes with three pre-trained 256x256 models:

  • Metfaces + 2500 artwork portraits, 10000 kimgs
  • Art landscapes, 3500 pictures, 10000 kimgs
  • Flickr mountain photos (thanks Jeff Heaton for pyimgdata tool)

Feel free to use these models as you wish

Examples of animations

Timeline UI Timeline UI

Usage

At this point, GAN Explorer tool support interpolation only between random seeds in the latent space for speed of discovery.

The interpolation itself is naively normalized to the Euclidean distance between two latent vectors which led to a more satisfying results than a simple linear interpolation. Though still far from perfect.

Just generate random seeds, add them to the timeline and render sequence afterwards. Click on "<<<" and ">>>" buttons to move between previously generated seeds. The rendered animation is going to be placed in the /content/renders folder.

More latent space exploration tools as well as support for other GANs are coming soon.

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.