twishapatel12/Pneumonia-Detector-AI
Explainable AI for Pneumonia Detection from Chest X-rays. Fast Streamlit app with GradCAM visualizations, human-in-the-loop feedback and retraining, batch processing, audit logging, and full Docker support. Privacy-first, clinically inspired, and ready for research, demo, or hospital use.
This tool helps clinicians and medical researchers quickly analyze chest X-ray images for pneumonia. You upload single images or ZIP files of X-rays, and it provides an AI prediction (Normal or Pneumonia) with a visual explanation of why the AI made that decision. Clinicians can also correct the AI's predictions, and this feedback is used to automatically improve the model over time. It is designed for use by radiologists, pulmonologists, and medical imaging researchers.
No commits in the last 6 months.
Use this if you need a transparent, feedback-driven AI assistant to help you quickly screen chest X-rays for pneumonia and want to continuously improve the AI's accuracy with your own expert input.
Not ideal if you need a certified diagnostic tool or a system that integrates directly with hospital Picture Archiving and Communication Systems (PACS) without local deployment.
Stars
8
Forks
—
Language
Python
License
GPL-2.0
Category
Last pushed
Aug 14, 2025
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/twishapatel12/Pneumonia-Detector-AI"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
brucechou1983/CheXNet-Keras
This project is a tool to build CheXNet-like models, written in Keras.
jrzech/reproduce-chexnet
Reproduce CheXNet
dstrick17/DacNet
Reproducing and Improving CheXNet: Deep Learning for Chest X-ray Disease Classification
gregwchase/nih-chest-xray
Identifying diseases in chest X-rays using convolutional neural networks
rmcnew/Pneumonia_Classifier
Machine Learning Image Classification of Pediatric Chest X-Rays to Detect Pneumonia