rani700 / xray

Lung fields segmentation on chest X-ray images

Lung fields segmentation on chest X-ray images

Build and trained a deep learning model (UNet Model) Using a dataset on kaggle

Training Model train.ipynb
Testing test.ipynb
Trained Model file model.h5

Testing on live notebook Test on Google colab Open this Google Colab link run the cells upload the xray image from the dataset. And check out the segmented image generated.
For testing These images can be used

Flask Application

I also have build a web interface where you can upload x-ray image and it will generate its segementation and display it to you. I had decided to host it on heroku but unfortunately its slug size increased due to Tensorflow, Keras, OpenCV depencdencies

The application is locally

Steps to run locally

git clone https://github.com/rani700/xray.git
cd xray
python main.py
open http://127.0.0.1:8000/

Upload the xray image and the it will display the input (x-ray) and output (segmented x-ray) on the webpage.

Screenshots