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Pneumonia Detection System with Explainable AI

A deep learning project for pneumonia detection from chest X-ray images using DenseNet121 and Grad-CAM explainability.

Users can upload X-ray images through a Streamlit web app and receive:

  1. Predicted class
  2. Confidence score
  3. Likelihood estimation
  4. Grad-CAM visualization

Run Locally

pip install -r requirements.txt
streamlit run app/app.py

Live Demo

https://pneumoniadetection-explainable-ai.streamlit.app

Author

Ishani Arora
(iscompg)

Disclaimer

This project is built for educational and research purposes only. It should not be used as a replacement for professional medical diagnosis.

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A deep learning project for pneumonia detection from chest X-ray images using DenseNet121 and Grad-CAM explainability.

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