References

Academic papers, datasets, and resources related to PhysioMotion4D.

Software Citations

If you use PhysioMotion4D in your research, please cite:

@software{physiomotion4d,
  author = {Aylward, Stephen R.},
  title = {PhysioMotion4D: Medical Imaging to Omniverse},
  year = {2025},
  publisher = {GitHub},
  url = {https://github.com/Project-MONAI/physiomotion4d}
}

Datasets

DirLab 4D-CT

Public benchmark for respiratory motion:

10 cases with exhale and inhale phases
300 landmark points for validation
Website

Slicer-Heart-CT

Cardiac CT examples from 3D Slicer:

Multiple cardiac phases
Various pathologies
3D Slicer Website

Technologies

NVIDIA Omniverse

Platform for 3D design collaboration and simulation:

MONAI

Medical Open Network for AI:

Framework for deep learning in medical imaging
MONAI Website
GitHub

ITK

Insight Segmentation and Registration Toolkit:

External Links

Contributing

Help us keep this list updated! See Contributing for how to contribute.