rekalantar / Covid19_Detector

Using Deep Learning to detect Covid-19 from X-Ray/CT scans of patients
23 stars 12 forks source link
artificial-intelligence computer-vision coronavirus covid-19 deep-learning machine-learning pandemic

Covid-19 Detection using Deep Learning

Developing a deep learning model for automatical detection of Covid-19 phneumonia from frontal chest X-Ray/CT scans. The code was written on Google Colab, so everyone can use the free GPU resources available online to improve the model.

Example Covid-19 and healthy patient chest X-Rays used for training (Note that the healthy examples are pediatric patients) alt text

Loss curves alt text

Confusion Matrix (accuracy 98%, sensitiviy 93% and specificity 100%)

Correct Healthy Patient Detection (True Negatives): 13\ Incorrect Covid-19 Detection (False Positives): 1\ Incorrect Healthy Patient Detection (False Negatives): 0\ Correct Covid-19 Detection (True Positives): 28\ Total Patietns Diagnosed with Covid-19: 28

alt text