pvbaudin / focus-stacking

Focus stacking in python using Laplacian pyramids

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Focus Stacking Pipeline

This project attempts to reproduce Wang and Chang’s 2011 paper on using Laplacian pyramids to fuse images with different focal planes. It also explores simpler and faster alternatives and compares the trade-offs.

For the input images used in this project, please see the images/input folder.

Running the project

Included in this project is a Dockerfile and docker-compose.yml. Just run docker-compose up to build and run the container, then go to localhost:8888 to see the Jupyter notebook for this project.

However, matplotlib displays the images a bit weird. I'd recommend saving the images to a file instead. The CLI will do that for you easily. To use it, run docker exec -it focus-stacking bash to get inside the container, then navigate to the /home/jovyan/work directory and run python -m focus_stack -h to get started.

Languages and Packages Used

  • Python 3
  • OpenCV 3
  • Numpy
  • Scipy

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Focus stacking in python using Laplacian pyramids


Languages

Language:Python 88.7%Language:Jupyter Notebook 10.8%Language:Dockerfile 0.5%