leizhangtech / COVID19T

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

#COVID19T This repo contains the implmentation of the paper- 'MIA-COV19D: A transformer-based framework for COVID19 classification in chest CTs'

Notices

This is a part of work in the COV19D Competition https://mlearn.lincoln.ac.uk/mia-cov19d/

Citation

If you find this code is useful for your research, please consider citing:

@article{,
  title={MIA-COV19D: A transformer-based framework for COVID19 classification in chest CTs},
  author={Lei Zhang, Yan Wen},
  year={2021}
}

Setup

Prerequisites

  • Annocoda
  • python 3.8.10
  • pytorch 1.8.1
  • torchvision 0.9.1
  • SimpleITK 2.0.2
  • batchgenerators
  • tensorboardX
  • timm=0.4.9
refer to the requirement.txt for more specification 

Trained-model

The model is available at link

COVNet

Acknowledgement

This implementation is highly relied on the repos
Swin-Transformer
COVNet
Thanks for all these great work

About

License:Other


Languages

Language:Python 48.6%Language:C++ 28.6%Language:Cuda 22.1%Language:Shell 0.3%Language:C 0.2%Language:CSS 0.1%Language:HTML 0.0%Language:Makefile 0.0%Language:Dockerfile 0.0%