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Utilities to easily convert between different bounding box formats (YOLO, XYWH, XYXY, etc.).

Project description

Utilities to easily convert between different bounding box formats (YOLO, XYWH, XYXY, etc.).

Description

You can find documentation for the project at here.

2D Bounding Box Conversions Colab Image Demo

  • List of points [top left, top right, bottom right, bottom left]

  • XYWH: top left, width, height

  • XYXY: top left, bottom right

  • YOLO

3D Bounding Box Conversions Colab PCD Demo

You can create a 3D bounding box with either:

  • A center point, width, height, depth, and rotation

  • The back-bottom-left point, width, height, depth, and rotation

You can convert between the two forms and also get a triangular polygon to use for plotting triangular meshes.

The majority of the 3D Bounding Box implementation comes from the bbox PyPI package.

Visualizations You can use bbox-utils to visualize annotations within point clouds or images.

To use point clouds, you will need to install open3d and plotly with either:

pip3 install open3d plotly==4.14.3
pip install
# or
conda install -c open3d-admin open3d
conda install -c plotly plotly=4.14.3

At the time of writing this, open3d requires Python < 3.9

To use images, you will need to install OpenCV:

pip3 install opencv-python
# or
conda install opencv -c conda-forge

Making Changes & Contributing

This project uses pre-commit, please make sure to install it before making any changes:

pip install pre-commit
cd bbox-utils
pre-commit install

It is a good idea to update the hooks to the latest version:

pre-commit autoupdate

Note

This project has been set up using PyScaffold 4.0rc1. For details and usage information on PyScaffold see https://pyscaffold.org/.

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