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https://github.com/PRBonn/kiss-slam

A LiDAR SLAM system that just works
https://github.com/PRBonn/kiss-slam

lidar lidar-slam mapping perception robotics slam

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A LiDAR SLAM system that just works

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KISS-SLAM










Install
  •  
Paper
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Contact Us



[KISS-SLAM](https://www.ipb.uni-bonn.de/wp-content/papercite-data/pdf/kiss2025iros.pdf) is a simple, robust, and accurate 3D LiDAR SLAM system that **just works**.

![motivation](https://github.com/user-attachments/assets/66c3e50f-009a-4a36-9856-283a895c300f)


## Install

```
pip install kiss-slam
```

## Running the system
Next, follow the instructions on how to run the system by typing:
```
kiss_slam_pipeline --help
```

This should print the following help message:

![help](https://github.com/user-attachments/assets/5a6fe624-2aaf-466f-8a18-51039b794000)

### Config
You can generate a default `config.yaml` by typing:

```
kiss_slam_dump_config
```

which will generate a `kiss_slam.yaml` file. Now, you can modify the parameters and pass the file to the `--config` option when running the `kiss_slam_pipeline`.

### Install Python API (developer mode)
For development purposes:

```
sudo apt install git python3-pip libeigen3-dev libsuitesparse-dev
python3 -m pip install --upgrade pip
git clone https://github.com/PRBonn/kiss-slam.git
cd kiss-slam
make editable
```

## Citation
If you use this library for any academic work, please cite our original paper:
```bib
@article{kiss2025arxiv,
author = {T. Guadagnino and B. Mersch and S. Gupta and I. Vizzo and G. Grisetti and C. Stachniss},
title = {{KISS-SLAM: A Simple, Robust, and Accurate 3D LiDAR SLAM System With Enhanced Generalization Capabilities}},
journal = {arXiv preprint},
year = 2025,
volume = {arXiv:2503.12660},
url = {https://arxiv.org/pdf/2503.12660},
}
```

## Acknowledgements
This project builds on top of [KISS-ICP](https://github.com/PRBonn/kiss-icp), [MapClosures](https://github.com/PRBonn/MapClosures), and [g2o](https://github.com/RainerKuemmerle/g2o).

## Contributing

We envision KISS-SLAM as a community-driven project. We love to see how the project is growing, thanks to the contributions from the community. We would love to see your face in the list below; open a Pull Request!



## Contact Us
For questions or feedback:
- GitHub Issues: https://github.com/PRBonn/kiss-slam/issues