ganslate

Simple and extensible GAN image-to-image translation framework. Supports natural and medical images.

https://github.com/ganslate-team/ganslate

Science Score: 67.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
    Found 6 DOI reference(s) in README
  • Academic publication links
    Links to: arxiv.org, zenodo.org
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (9.1%) to scientific vocabulary

Keywords

contrastive-unpaired-translation cut cyclegan domain-adaptation gan image-to-image-translation image-translation medical-images natural-images pix2pix revgan style-transfer
Last synced: 6 months ago · JSON representation ·

Repository

Simple and extensible GAN image-to-image translation framework. Supports natural and medical images.

Basic Info
Statistics
  • Stars: 38
  • Watchers: 4
  • Forks: 3
  • Open Issues: 19
  • Releases: 1
Topics
contrastive-unpaired-translation cut cyclegan domain-adaptation gan image-to-image-translation image-translation medical-images natural-images pix2pix revgan style-transfer
Created over 6 years ago · Last pushed about 4 years ago
Metadata Files
Readme Contributing License Citation

README.md

DOI

Python package

ganslate - a simple and extensible GAN image-to-image translation framework

For comprehensive documentation, visit: https://ganslate.readthedocs.io/en/latest/

**Note: The documentation is still in progress! Suggestions and contributions are welcome!

ganslate is a PyTorch framework which aims to make GAN image-to-image translation more accessible to both beginner and advanced project with:

Features

  • 2D and 3D support
  • Mixed precision
  • Distributed training
  • Tensorboard and Weights&Biases logging
  • Natural and medical image support
  • A range of generator and discriminator architectures

Available GANs

Projects

ganslate was used in:

  • Project 1
  • Project 2

Citation

If you used ganslate in your project, please cite:

text @software{ibrahim_hadzic_2021_5494572, author = {Ibrahim Hadzic and Suraj Pai and Chinmay Rao and Jonas Teuwen}, title = {ganslate-team/ganslate: Initial public release}, month = sep, year = 2021, publisher = {Zenodo}, version = {v0.1.0}, doi = {10.5281/zenodo.5494572}, url = {https://doi.org/10.5281/zenodo.5494572} }

Owner

  • Name: ganslate-team
  • Login: ganslate-team
  • Kind: organization

Ibrahim Hadzic, Suraj Pai, Chinmay Rao, Alberto Traverso (Clinical Data Science group @ Maastricht Uni & Maastro Clinic) and Jonas Teuwen (NKI AI for Oncology)

Citation (CITATION.cff)

cff-version: 1.1.0
message: "If you use this software, please cite it as below."
authors:
  - family-names: Hadzic
    given-names: Ibrahim
  - family-names: Pai
    given-names: Suraj
  - family-names: Rao
    given-names: Chinmay
  - family-names: Teuwen
    given-names: Jonas    
title: ganslate-team/ganslate: Initial public release
version: v0.1.0
date-released: 2017-12-1

GitHub Events

Total
  • Watch event: 3
Last Year
  • Watch event: 3

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 56
  • Total pull requests: 44
  • Average time to close issues: 2 months
  • Average time to close pull requests: 4 days
  • Total issue authors: 4
  • Total pull request authors: 3
  • Average comments per issue: 0.84
  • Average comments per pull request: 0.52
  • Merged pull requests: 39
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • ibro45 (27)
  • surajpaib (24)
  • cnmy-ro (4)
  • ZhixiangWang-CN (1)
Pull Request Authors
  • surajpaib (33)
  • cnmy-ro (6)
  • ibro45 (5)
Top Labels
Issue Labels
priority (4) enhancement (2) help wanted (1) beauty (1)
Pull Request Labels

Dependencies

docs/requirements.txt pypi
  • mkdocs ==1.1.2