alb-demo 🦜

A demonstration of albumentations library.

The whole demo is a jupyter notebook at notebooks/demo.ipynb.

Running with docker

Define environmental variables:

• $USER_ID and $GROUP_ID, equal to your user id -u and id -g respectively,
• $BASE_IMAGE equal to ubuntu:20.04,
• $PYTHON_VERSION equal to 3.9.

You may store these variables in .env file in your project root along with any secrets and tokens that your project needs. Just make sure it is not tracked by git.

Build an image and start a container, it will start a jupyter server automatically:

docker compose up --build alb_demo

Useful links

• docs: https://albumentations.ai/docs/
• benchmarks: https://github.com/albumentations-team/albumentations/blob/master/README.md#benchmarking-results
• more examples: https://github.com/albumentations-team/albumentations_examples
• AutoAlbument: https://github.com/albumentations-team/autoalbument
• Faster AutoAugment (base paper of AutoAlbument): https://arxiv.org/pdf/1911.06987.pdf