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Update README.md with range-wise metric (#10)
* Update README.md with range-wise metric * docs: add ssf paper link in metric. add himo into official paper parts. --------- Co-authored-by: Qingwen Zhang <35365764+Kin-Zhang@users.noreply.github.com>
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README.md

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OpenSceneFlow is a codebase for point cloud scene flow estimation.
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It is also an official implementation of the following papers (sored by the time of publication):
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- **HiMo: High-Speed Objects Motion Compensation in Point Clouds** (SeFlow++)
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*Qingwen Zhang, Ajinkya Khoche, Yi Yang, Li Ling, Sina Sharif Mansouri, Olov Andersson, Patric Jensfelt*
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Preprint; Under review; 2025
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[ Strategy ] [ Self-Supervised ] - [ [arXiv](https://arxiv.org/abs/2503.00803) ] [ [Project](https://kin-zhang.github.io/HiMo/) ]
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- **Flow4D: Leveraging 4D Voxel Network for LiDAR Scene Flow Estimation**
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*Jaeyeul Kim, Jungwan Woo, Ukcheol Shin, Jean Oh, Sunghoon Im*
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IEEE Robotics and Automation Letters (**RA-L**) 2025
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python eval.py checkpoint=/home/kin/seflow_best.ckpt av2_mode=test leaderboard_version=2
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```
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To submit to the Online Leaderboard, if you select `av2_mode=test`, it should be a zip file for you to submit to the leaderboard.
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### **📊 Range-Wise Metric (New!)**
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In [SSF paper](https://arxiv.org/abs/2501.17821), we introduce a new distance-based evaluation metric for scene flow estimation. Below is an example output for SSF with point_cloud_range to 204.8m and voxel_size=0.2m. Check more long-range result in [SSF paper](https://arxiv.org/abs/2501.17821).
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| Distance | Static | Dynamic | NumPointsStatic | NumPointsDynamic |
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|-----------|----------|----------|-----------------|------------------|
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| 0-35 | 0.00836 | 0.11546 | 3.33e+08 | 1.57e+07 |
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| 35-50 | 0.00910 | 0.16805 | 4.40e+07 | 703125 |
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| 50-75 | 0.01107 | 0.20448 | 3.25e+07 | 395398 |
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| 75-100 | 0.01472 | 0.24133 | 1.31e+07 | 145281 |
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| 100-inf | 0.01970 | 0.30536 | 1.32e+07 | 171865 |
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| **Mean** | 0.01259 | 0.20693 | NaN | NaN |
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### Submit result to public leaderboard
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To submit your result to the public Leaderboard, if you select `av2_mode=test`, it should be a zip file for you to submit to the leaderboard.
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Note: The leaderboard result in DeFlow&SeFlow main paper is [version 1](https://eval.ai/web/challenges/challenge-page/2010/evaluation), as [version 2](https://eval.ai/web/challenges/challenge-page/2210/overview) is updated after DeFlow&SeFlow.
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```bash
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pages={2105-2111},
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doi={10.1109/ICRA57147.2024.10610278}
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}
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@article{zhang2025himu,
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title={HiMo: High-Speed Objects Motion Compensation in Point Cloud},
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@article{zhang2025himo,
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title={HiMo: High-Speed Objects Motion Compensation in Point Clouds},
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author={Zhang, Qingwen and Khoche, Ajinkya and Yang, Yi and Ling, Li and Sina, Sharif Mansouri and Andersson, Olov and Jensfelt, Patric},
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year={2025},
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journal={arXiv preprint arXiv:2503.00803},

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