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mobile-covid-19-ml-detection's Introduction

Mobile-COVID-19-ML-Detection

The model used by this application is a fine-tuned EfficientNet-Lite4 Model provided by TensorFlow Hub making it fast to run on mobile devices. I have trained this model for a total of 12789 images from the following datasets linked below achieving a testing accuracy of 97.32%.

For more information you can look at the raw code from '/Machine Learning Files/'.

Here is the confusion matrix that came from the evaluation of the model on the testing dataset. Confusion_Matrix

0 - Covid-19 Detected

The model detects covid-19 infection

1 - Covid-19 Not Detected

The model detects no signs of covid-19 infection

2 - Non-Informative

The model detects an image that cannot be used to make a conclusion.

Datasets used

Dataset1 Dataset2

Disclaimer:

The A.I. model used to run this application hasn't been tested on 'real world data' but only on open anonymized datasets online. I haven't tested the model rigorously to guarantee it's safety.

Screenshots

covid_detection non_covid_detection non_informative

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