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Revise README with new links and citation format
Updated citation format and added new links for poster and video.
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README.md

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@@ -2,9 +2,8 @@ DeltaFlow: An Efficient Multi-frame Scene Flow Estimation Method
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[![arXiv](https://img.shields.io/badge/arXiv-2508.17054-b31b1b?logo=arxiv&logoColor=white)](https://arxiv.org/abs/2508.17054)
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<!-- [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/seflow-a-self-supervised-scene-flow-method-in/self-supervised-scene-flow-estimation-on-1)](https://paperswithcode.com/sota/self-supervised-scene-flow-estimation-on-1?p=seflow-a-self-supervised-scene-flow-method-in) -->
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<!-- [![poster](https://img.shields.io/badge/ECCV24|Poster-6495ed?style=flat&logo=Shotcut&logoColor=wihte)](https://hkustconnect-my.sharepoint.com/:b:/g/personal/qzhangcb_connect_ust_hk/EWyWD-tAX4xIma5U7ZQVk9cBVjsFv0Y_jAC2G7xAB-w4cg?e=c3FbMg) -->
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<!-- [![video](https://img.shields.io/badge/video-YouTube-FF0000?logo=youtube&logoColor=white)](https://youtu.be/fQqx2IES-VI) -->
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[![poster](https://img.shields.io/badge/NeurIPS'25|Poster-6495ed?style=flat&logo=Shotcut&logoColor=wihte)](https://drive.google.com/file/d/1uh4brNIvyMsGLtoceiegJr-87K1wE_qo/view?usp=sharing)
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[![video](https://img.shields.io/badge/video-YouTube-FF0000?logo=youtube&logoColor=white)](https://youtu.be/YJ0HMZXnqxE)
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<img width="1864" height="756" alt="deltaflow_cover" src="https://github.com/user-attachments/assets/a7348910-8073-4703-8c0b-57c613401552" />
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@@ -18,7 +17,7 @@ Note (2025/09/18): We got accepted by NeurIPS 2025 and it's **spotlighted**!
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- [x] 2025/09/05: Merged the latest commit from OpenSceneFlow codebase to DeltaFlow for afterward unified merged.
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- [x] 2025/09/25: DeltaFlow Model file, config file and loss function. Update quick training example.
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- [x] 2025/09/29: Pre-trained weights for Argoverse 2, Waymo, nuScenes. _Contact me if any issue (e.g., ask for delete ckpt as privacy concern etc)._ These models are provided for research and reproducibility purposes only.
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- [ ] Public review comments for readers to refer to future improvement/directions etc. Refer discussion [here](https://github.com/Kin-Zhang/DeltaFlow/discussions/2).
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- [x] Public review comments for readers to refer to future improvement/directions etc. Refer discussion [here](https://github.com/Kin-Zhang/DeltaFlow/discussions/2).
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- [ ] Merged into [OpenSceneFlow](https://github.com/KTH-RPL/OpenSceneFlow), check pull request here: https://github.com/KTH-RPL/OpenSceneFlow/pull/21
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## Quick Run
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## Cite & Acknowledgements
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```
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@article{zhang2025deltaflow,
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title={{DeltaFlow}: An Efficient Multi-frame Scene Flow Estimation Method},
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author={Zhang, Qingwen and Zhu, Xiaomeng and Zhang, Yushan and Cai, Yixi and Andersson, Olov and Jensfelt, Patric},
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year={2025},
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journal={arXiv preprint arXiv:2508.17054},
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@inproceedings{zhang2025deltaflow,
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title={{DeltaFlow}: An Efficient Multi-frame Scene Flow Estimation Method},
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author={Zhang, Qingwen and Zhu, Xiaomeng and Zhang, Yushan and Cai, Yixi and Andersson, Olov and Jensfelt, Patric},
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booktitle={The Thirty-ninth Annual Conference on Neural Information Processing Systems},
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year={2025},
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url={https://openreview.net/forum?id=T9qNDtvAJX}
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}
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```
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This work was partially supported by the Wallenberg AI, Autonomous Systems and Software Program (WASP) funded by the Knut and Alice Wallenberg Foundation and Prosense (2020-02963) funded by Vinnova.

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