albumentations-demo
This service is created to demonstrate abilities of the Albumentations - a library for efficient image augmentations.
Easy start
You can play with this service right now https://albumentations-demo.herokuapp.com/ (It is deployed on free service with very limited computing power and can be quite unstable)
If you would like to run it locally follow the installation instruction.
Installation
git clone https://github.com/IliaLarchenko/albumentations-demo
cd albumentations-demo
pip install -r requirements.txt
streamlit run src/app.py
In your terminal you will see the link to the running local service similar to :
You can now view your Streamlit app in your browser.
Network URL: http://YOUR_LOCAL_IP:8501
External URL: http://YOUR_GLOBAL_IP:8501
Just follow the local link to use the service.
How to use
The interface is very simple and intuitive:
- On the left you have a control sidebar. You can choose the image and the transformation.
- After that you will see the control elements for the every parameter this transformation has.
- Every time you change any parameter you will see the augmented version of the image on the right side of your screen.
- Below the images you can find a code for calling of the augmentation with selected parameters.
- You can also find there the original docstring for this transformation.
Links
- Albumentations library: github.com/albumentations-team/albumentations
- Image Source: pexels.com/royalty-free-images
- Streamlit - framework powering this app github.com/streamlit/streamlit