Git Product home page Git Product logo

richardoey / generative-adversarial-network-image-transformation-real-photo-to-cartoon- Goto Github PK

View Code? Open in Web Editor NEW
3.0 2.0 2.0 134 KB

The implementation of Generative Adversarial Network as the part of "Photo-to-Emoji Transformation" research series. The generator uses U-Net as the auto-encoder transformer.

Python 100.00%
generative-adversarial-network unet unet-pytorch cnn image-transformations emoji image-translation

generative-adversarial-network-image-transformation-real-photo-to-cartoon-'s Introduction

Image-to-image domain translation using GAN

Getting Started (Training)

Steps:

  1. Download all of the files and folders in this repo and prepare the dataset. In my project, in this project we used CelebA dataset and Bitmoji dataset run python create_emojis.py and set the number of bitmoji images on the num_emojis variable.

  2. Put the training CelebA dataset inside dataset/CelebA/trainA/ folder, and test CelebA dataset inside dataset/CelebA/test.

  3. Put all the Bitmoji dataset inside dataset/Bitmoji folder.

  4. Set up the config file inside configs/cifar.json. Generally, You can determine the number of epochs, n_save_steps, and batch_size. I use batch_size=32 for faster converged.

  5. Run program using command

python train.py --log log_photo2emoji --project_name photo2emoji  

Testing

Steps:

  1. Change the saved_model key in config.json to be ./log_photo2emoji/model_500.pt or whenever number of iteration model you use.

  2. run program using command

python testAtoB.py --project_name photo2emoji --log log_photo2emoji

generative-adversarial-network-image-transformation-real-photo-to-cartoon-'s People

Contributors

richardoey avatar

Stargazers

 avatar  avatar  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.