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AI Doctor Assistant

HTML 0.01% CSS 0.11% JavaScript 0.25% Python 0.05% Dockerfile 0.01% PureBasic 12.75% Jupyter Notebook 86.83%

aidocassist's Introduction

AI Doctor Assistant

Your assistant to Health-care related problems

Screenshot (363)

We have successfully developed a fully compact solution for basic diseases with Automated assistance. The platform is able to predict the severity of critical diseases such as Covid-19, Pneumonia, Breast cancer, etc. through X-Rays. This provides a self detecting capability to the patients. It will be time efficient and will prove to be very pivotal in the long run as critical diseases, if detected early, can increase the chances of saving a life.

There are 4 services in this project:

  • Disease Predictor : Users can fill-in the symptoms that they can see on themselves and our AI powered classifier tries to predict what disease they might have. Not only that, we also provide the reason for the prediction. Which symptoms are the main ones for the predicted disease.
  • Covid-19 Pneumonia Predictor : Users can upload their Chest X-Ray file, and we try to predict whether your condition is Normal, or have Covid-19, or have Viral Pneumonia, or have Non-Covid Lung Infection.
  • Breast Cancer Segmentation : Users can upload the Ultrasound image of their breast, and our model tries to segment the cancerous portions.
  • Hand Bone Fracture Detection : Users can upload the X-Ray image of their hand, and we localise the fracture in the image.

Tools and Libraries used:

  • Numpy and Pandas : Exploratory Data Analysis
  • Scikit-learn : Machine Learning Models
  • Shap : Generating Shapley Values
  • OpenCV : Image Processing
  • Tensorflow and Keras : Deep Learning Models
  • Flask : Backend Server
  • ReactJS : Frontend Server

Development Details:

  • College : Techno Main Salt Lake, Kolkata

  • University : Maulana Abul Kalam Azad University of Technology

  • Department : Computer Science and Engineering

  • Mentor : Prof. Srimanta Kundu

  • Team Details:

    • Rajtilak Pal - 13000118069
    • Raj Saha - 13000118073
    • Abhinav Chandra Jha - 13000218131
    • Raunak Bahadur Sinha - 13000118066

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