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Medix is an innovative platform that combines the power of deep learning with advanced medical imaging technology to assist doctors and medical professionals in diagnosing lung-related abnormalities and brain tumors. Our mission is to enhance the accuracy and efficiency of medical diagnosis, enabling early detection and timely treatment of various medical conditions.

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Requirments

Python 3.11.3 (Recommended)

Modules Imported

You can find all the Modules Imported in the app.py Here

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How to run?

• Download a Zip file or clone the Project using

https://github.com/k-arthik-r/Medix.git

• UnZip the file or check the cloned Project for all the files.

• Install all the requirements (Modules) using requirements.txt by

pip install -r requirements.txt

• Replace the MongoDB String, Database Name, Collection Name with Actual Values in app.py

• Run the project using app.py by

python app.py

• For Demonstration you can use X-ray or CT Scan Images present in the Test Datasets

https://www.kaggle.com/datasets/voidexiae/nih-chest-x-ray-voidex

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CNN Model

You can find the Detailed Report of the CNN Model in this folder CNN Model

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Features

• Simple and Easy to use - Medix has been designed to promote simplicity so that every end user can use it without any problem.
• Cloud Storage - The Database used to Manage the data of the Medix is MongoDB Atlas, a Cloud storage service. One of the advantage of such is that multiple users can manipulate data from different places simutaneously.
• Large Dataset - The ML Model is trained and tested using a Large Dataset for better Accuracy. Read more Here
• ML Model - The Machine Learning Model trained is capable of Classifiying the Images into 18 Different classes Namely
  • Atelectasis X-001
  • Brain_Tumor X-002
  • Cardiomegaly X-003
  • Consolidation X-004
  • Edema X-005
  • Effusion X-006
  • Emphysema X-007
  • Fibrosis X-008
  • Hernia X-009
  • Infiltration X-010
  • Mass X-011
  • No_Brain_Finding X-012
  • No_Lung_Finding X-013
  • Nodule X-014
  • Pleural X-015
  • Pneumonia X-016
  • Pneumothorax X-017
  • Tuberculosis X-018

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Demo

Demo.mp4

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License

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Feedback

If you have any feedback, please reach out to us at voidex.developer@gmail.com . You are also welcomed to add new features by creating Pull Requests.