Git Product home page Git Product logo

exprgan's Introduction

ExprGAN

This is our Tensorflow implementation for our AAAI 2018 oral paper: "ExprGAN: Facial Expression Editing with Controllable Expression Intensity", https://arxiv.org/pdf/1709.03842.pdf

Alt text

Train

  1. Download OULU-CASIA dataset and put the images under data folder: http://www.cse.oulu.fi/CMV/Downloads/Oulu-CASIA. split/oulu_anno.pickle contains the split of training and testing images.
  2. Download vgg-face.mat from matconvenet website and put it under joint-train/utils folder: http://www.vlfeat.org/matconvnet/pretrained/
  3. To overcome the limited training dataset, the training is consisted of three stages: a) Go inot train-controller folder to first train the controller module, run_controller.sh; b) Go into join-train folder for the second and third stage training, run_oulu.sh. Plese see our paper for more training details.

A trained model can be downloaded here: https://drive.google.com/open?id=1bz45QSdS2911-8FDmngGIyd5K4gYimzg

Test

  1. Run joint-train/test_oulu.sh

Citation

If you use this code for your research, please cite our paper:

@article{ding2017exprgan, title={Exprgan: Facial expression editing with controllable expression intensity}, author={Ding, Hui and Sricharan, Kumar and Chellappa, Rama}, journal={AAAI}, year={2018} }

exprgan's People

Contributors

huidingumd avatar

Watchers

James Cloos 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.