https://github.com/aniketmaurya/covid-research

Research on Prognosis and Diagnosis of Covid-19
https://github.com/aniketmaurya/covid-research

covid covid-19 covid19-data deep-learning pytorch

Last synced: 2 months ago
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Research on Prognosis and Diagnosis of Covid-19

• Host: GitHub
• URL: https://github.com/aniketmaurya/covid-research
• Owner: aniketmaurya
• License: mit
• Created: 2020-10-23T18:59:04.000Z (about 4 years ago)
• Default Branch: main
• Last Pushed: 2020-11-05T14:42:50.000Z (about 4 years ago)
• Last Synced: 2024-05-02T03:16:44.234Z (9 months ago)
• Topics: covid, covid-19, covid19-data, deep-learning, pytorch
• Language: Jupyter Notebook
• Homepage: http://aniketmaurya.com/covid-research
• Size: 78.6 MB
• Stars: 8
• Watchers: 2
• Forks: 1
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# covid-research

Research on Prognosis and Diagnosis of Covid-19

> Paper:

[Predicting intubation support requirement of patients using Chest X-ray with Deep Representation Learning](https://arxiv.org/abs/2011.01787)

# Abstract

Recent developments in medical imaging with Deep Learning presents an evidence of automated diagnosis and prognosis. It can also be a compliment to currently available diagnosis methods.

Deep Learning can be leveraged for diagnosis, severity prediction, intubation support prediction and many similar tasks.

We present prediction of intubation support requirement for patients from the Chest X-ray using Deep representation learning.

# Dataset

Link: [covid-chestxray-dataset](https://github.com/ieee8023/covid-chestxray-dataset)



# Experiment

![0.84 AUC (95% CI 0.62, 0.86) on the test set](images/intubation-roc-curve.png)

0.84 AUC (95% CI 0.62, 0.86) on the test set

# Want to contribute?

Please reach out to me at [email protected]

# Acknowledgement

- Thank you for creating [covid-chestxray-dataset](https://github.com/ieee8023/covid-chestxray-dataset)