sauravmishra1710 / Covid-19-Detection-using-Deep-Learning

An AI and Deep Learning based solution to help diagnose the presence of Covid-19 infection by analyzing the chest X-Ray images.

Covid-19-Detection-using-Deep-Learning

An AI and Deep Learning based solution to help diagnose the presence of Covid-19 infection by analyzing the chest X-Ray images.

Dataset Descripion

The dataset used for this study is a combination of the below mentioned datasets from which the NORMAL and the COVID-19 INFECTED chest x-ray images have been extracted.

Constituent Datasets

The dataset contains the images collected from the following 3 datasets.

1. https://www.kaggle.com/praveengovi/coronahack-chest-xraydataset
2. https://github.com/ieee8023/covid-chestxray-dataset
3. https://www.kaggle.com/paultimothymooney/chest-xray-pneumonia

Model Details

Two models were created -

1. Custom CNN Model.
2. Transfer Learning Model using EfficientNet-B0 pre-trained model.

Training History

The training phase metrics for the transfer learning model can be seen in the following image -

Test Time Metrics

The following chart shows a consolidated report of the model testing -

Deployment

The application is deployed using Heroku Platform as a Service (PaaS) @ https://diagnose-covid19.herokuapp.com/

The images located in the Deployment Testing Directory can be used for testing out the Web application.