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Using Deep Learning to detect Covid-19 from X-Ray/CT scans of patients

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rekalantar/Covid19_Detector

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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

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