Flow_segmentation

This is the official repository for "Segment Anything in Flow Experiments".

News

• 2024.04.15: First release

Installation

1. Create a virtual environment: conda create -n flowsam python=3.10 -y and activate it: conda activate flowsam.
2. Clone the repository: git clone https://github.com/AliRKhojasteh/Flow_segmentation.
3. Enter the Flow_segmentation folder: cd Notebook.

Get Started

Follow the instructions inside the Notebook folder. Open the Flow_segmentation.ipynb. Within the notebook, you will automatically install and clone required packages, input your image and the text prompt. The model checkpoints are downloaded and available.

1. Click on "Open in Colab" if you would like to run on your browser without the need for further installations.
2. Read dependencies and install them
3. Loading the Input Image "Fingers.png"
4. text_prompt = 'Fingers and a hand'
5. Compute masks

*2D PIV experiment of a moving hand, textual input = fingers + hand*

Sample Usage Permissions

All examples available in the 'demo' directory are permitted for demonstration purposes only. For additional usage permissions, please contact the corresponding authors listed in the references.

References

This project makes use of the following repositories:

• Segment Anything
• GroundingDINO
• Lang Segment Anything
• Lightning SAM
• Supervision

Citation

@article{khojasteh2024practical,
  title={Practical Object and Flow Structure Segmentation using Artificial Intelligence},
  author={Khojasteh, Ali Rahimi and van de Water, Willem and Westerweel, Jerry},
  note={Submitted to Experiments in Fluids},
  year={2024}
}