Giter Club home page Giter Club logo

gan-with-grl's Introduction

GAN with Gradient Reversal Layer

Implemented with Chainer and PyTorch.

Ganin, Yaroslav, et al. "Domain-adversarial training of neural networks." The Journal of Machine Learning Research 17.1 (2016): 2096-2030.

Requirements (Chainer)

Chainer, OpenCV, NumPy

$ pip install chainer opencv-python numpy

Requirements (PyTorch)

PyTorch, Ignite, OpenCV, NumPy

PyTorch: see the official document.

$ pip install pytorch-ignite opencv-python numpy

Training of GAN

$ python train_gan.py [options]

Image generation from trained generator

$ python generate.py [options]

You can read help with -h option.

$ python gan.py -h
usage: gan.py [-h] [-b B] [-z Z] [-e E] [-r R] [--save_model]

Trains GAN

optional arguments:
  -h, --help    show this help message and exit
  -b B          batch size
  -z Z          dimension
  -e E          epoch
  -r R          result directory
  --save_model  save models
  
$ python generate.py -h
usage: generate.py [-h] -m M [-n N] [-z Z] [-r R]

Generates images randomly from trained generator model

optional arguments:
  -h, --help  show this help message and exit
  -m M        generator model file
  -n N        number of images to generate
  -z Z        dimension
  -r R        result directory

gan-with-grl's People

Contributors

kzkadc 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.