Table of Contents
Dependencies
Developed a CNN model to recognize pneumonia from chest xray of covid patients. Also the model is implemented in web-end for ease of use. Dependencies to run the web-edn are the followings:
Flask==1.1.2
joblib==1.0.1
Keras==2.4.3
numpy
scipy==1.5.4
opencv-python==4.5.1.48
pywebio==1.2.3
scikit-image
tensorflow==2.4.1
argparse
How to use?
Clone the repo(link attached below), then goto the server subdirectory. Open anaconda dir and type in the following commands.
cd 'path_to_repo/Server'
pip install -r requirements.txt
After installation of the dependencies now you need to run the following command.
python app.py
Evaluation
Some evaluation metrics and usage are given below.
Web Interface
Then the web will start at port http://localhost:8080/. Then you can just upload a chest xray given in data subdirectory and see predictions.
