Predict-COVID-19

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Predict-COVID-19

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Predicts COVID-19 from PA view of X-ray when submitted on the website

Predict-COVID-19 최신버젼 다운로드

최종 버전 다운로드 (.zip)

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# Predict-COVID-19

![index](https://github.com/Aman9026/Predict-COVID-19/blob/master/Data/Images/indexImage.png)

***You are always welcome to add more or optimize any code in this repository by following [these](https://github.com/Aman9026/Predict-COVID-19/blob/master/CONTRIBUTING.md) instructions.***

### Why X-Rays?

Since reverse transcription polymerase chain reaction (RT-PCR) test kits are in limited supply, there exists a need to explore alternative means of identifying and prioritizing suspected cases of COVID-19.
It is possible that this turnaround time is even greater in rural and remote regions. CT scans, despite being used to contribute to the clinical workup of patients suspected for COVID-19, are costly. Therefore, smaller centres may have limited access to CT scanners. X-ray machines are more affordable and can be portable and therefore a viable alternative.

### Usage
![DEMO](https://github.com/Aman9026/Predict-COVID-19/blob/master/Data/DEMO/Prediction.gif)

### Disclaimer
To be clear, this model does **not** claim the diagnosis of COVID-19 and should not be relied upon.

### Data
The data used to train the model was chosen very selectively from multiple reliable and credible sources.
The primary source of data for:
* **COVID-19:** The COVID-19 image data collection [repository](https://github.com/ieee8023/covid-chestxray-dataset) on GitHub  by **Joseph Paul Cohen** and his fellow collaborators at the University of Montreal. Along wth [The RSNA Pneumonia Detection Challenge](https://www.kaggle.com/c/rsna-pneumonia-detection-challenge/data) dataset available on Kaggle.
* **Normal:** [Chest X-Ray Images](https://www.kaggle.com/paultimothymooney/chest-xray-pneumonia)

![](https://github.com/Aman9026/COVID-19-Predictor-dataset/blob/master/dataset/Comparision.jpeg)

![Accuracy](https://github.com/Aman9026/Predict-COVID-19/blob/master/Data/Images/Accuracy.png)
![heatmap](https://github.com/Aman9026/Predict-COVID-19/blob/master/Data/Images/heatmap.png)

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