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xuhao1 committed Oct 22, 2022
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Expand Up @@ -19,7 +19,7 @@ Octomap/Occupy map at different accuacy:
<img src="./docs/octomap2.png" alt="drawing" style="width:400px;"/>
<img src="./docs/octomap3.png" alt="drawing" style="width:400px;"/>

Truncated signed distance function (TSDF):
Truncated signed distance function (TSDF) [2]:
Surface reconstruct by TSDF (not refined)
![](./docs/TSDF_reconstruct.png)
Occupy map and slice of original TSDF
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roslaunch launch/taichislam-d435.launch show:=true
```

## Generation topology skeleton graph [1]
This demo generate [topological skeleton graph] [1](https://arxiv.org/abs/2208.04248) from TSDF
## Generation topology skeleton graph [4]
This demo generate [topological skeleton graph] [4](https://arxiv.org/abs/2208.04248) from TSDF
This demo does not require ROS. Nvidia GPU is recommend for better performance.

```
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## Features
### Mapping
- [x] Octotree occupancy map
- [x] TSDF
- [x] Incremental ESDF
- [x] Submap
- [ ] Topology skeleton graph generation
- [x] Octotree occupancy map [1]
- [x] TSDF [2]
- [x] Incremental ESDF [2]
- [x] Submap [3]
- [ ] Octomap
- [x] TSDF
- [ ] ESDF
- [x] Topology skeleton graph generation [4]
- [x] TSDF
- [ ] Pointcloud/Octomap
- [ ] Loop Detection
### MISC
Expand All @@ -140,7 +145,13 @@ optional arguments:
Memory issue on ESDF generation, debugging...
# References
[1] [Chen, Xinyi, et al. "Fast 3D Sparse Topological Skeleton Graph Generation for Mobile Robot Global Planning." arXiv preprint arXiv:2208.04248 (2022).](https://arxiv.org/abs/2208.04248)
[1] Hornung, Armin, et al. "OctoMap: An efficient probabilistic 3D mapping framework based on octrees." Autonomous robots 34.3 (2013): 189-206.
[2] Oleynikova, Helen, et al. "Voxblox: Incremental 3d euclidean signed distance fields for on-board mav planning." 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE, 2017.
[3] Reijgwart, Victor, et al. "Voxgraph: Globally consistent, volumetric mapping using signed distance function submaps." IEEE Robotics and Automation Letters 5.1 (2019): 227-234.
[4] [Chen, Xinyi, et al. "Fast 3D Sparse Topological Skeleton Graph Generation for Mobile Robot Global Planning." arXiv preprint arXiv:2208.04248 (2022).](https://arxiv.org/abs/2208.04248)
# LICENSE
LGPL

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