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README.md
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README.md
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# RapidPoseTriangulation
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# RapidPoseTriangulation
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Fast triangulation of multiple persons from multiple camera views.
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Fast triangulation of multiple persons from multiple camera views. \
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A general overview can be found in the paper [RapidPoseTriangulation: Multi-view Multi-person Whole-body Human Pose Triangulation in a Millisecond](https://arxiv.org/pdf/2503.21692).
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<div align="center">
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<div align="center">
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<img src="media/2d-k.jpg" alt="2D detections"" width="65%"/>
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<img src="media/2d-k.jpg" alt="2D detections"" width="65%"/>
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./run_container.sh
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./run_container.sh
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```
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```
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- Download _ONNX_ models from [model registry](https://gitlab.com/Percipiote/RapidPoseTriangulation/-/ml/models) and save them to `mmdeploy/extras/exports/`.
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Upon the first usage, they will be converted to _TensorRT_ models, which will take a few minutes. \
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(Note that this conversion is not deterministic and will each time result in slightly different models and therefore also slightly different benchmark results.)
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- Build triangulator:
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- Build triangulator:
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```bash
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```bash
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- For usage in combination with ROS2 see [ros](extras/ros/README.md) directory.
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- For usage in combination with ROS2 see [ros](extras/ros/README.md) directory.
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- Running on a Nvidia Jetson is also possible with [jetson](extras/jetson/README.md) directory.
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- Running on a Nvidia Jetson is also possible with [jetson](extras/jetson/README.md) directory.
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<br>
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## Citation
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Please cite [RapidPoseTriangulation](https://arxiv.org/pdf/2503.21692) if you found it helpful for your research or business.
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```bibtex
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@article{
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rapidtriang,
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title={{RapidPoseTriangulation: Multi-view Multi-person Whole-body Human Pose Triangulation in a Millisecond}},
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author={Bermuth, Daniel and Poeppel, Alexander and Reif, Wolfgang},
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journal={arXiv preprint arXiv:2503.21692},
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year={2025}
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}
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```
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