diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..bac1da51f8517fc88179df342a8366eed97139f5 --- /dev/null +++ b/README.md @@ -0,0 +1,60 @@ +--- +task_categories: +- image-to-video +license: cc-by-4.0 +language: +- en +tags: +- panoramic +- video-generation +- motion-control +- 360-degree +- optical-flow +- computer-vision +- diffusion +--- + +# PanFlow Dataset + +The PanFlow dataset supports the research presented in the paper **[PanFlow: Decoupled Motion Control for Panoramic Video Generation](https://huggingface.co/papers/2512.00832)**. + +PanFlow is a novel framework for controllable 360° panoramic video generation that decouples motion input into two interpretable components: rotation flow and derotated flow. This dataset is a large-scale, motion-rich panoramic video dataset with frame-level pose and optical flow annotations, curated to enable precise motion control, produce loop-consistent panoramas, and support applications such as motion transfer and panoramic video editing. + +**Paper:** [https://huggingface.co/papers/2512.00832](https://huggingface.co/papers/2512.00832) +**Code:** [https://github.com/chengzhag/PanFlow](https://github.com/chengzhag/PanFlow) +**Video Overview:** [https://www.youtube.com/watch?v=sFTWwlHjNtg](https://www.youtube.com/watch?v=sFTWwlHjNtg) + +

+ flow +

+ +By conditioning diffusion on spherical-warped motion noise, PanFlow enables precise motion control, produces loop-consistent panoramas, and supports applications such as motion transfer: + +

+ flow +

+ +and panoramic video editing: + +

+ flow +

+ +## Dataset Structure and Details + +The PanFlow dataset provides camera pose annotations for 300k clips. It also includes pre-generated latent and noise cache for a filtered subset to speed up training. + +The underlying video data is derived from the [360-1M dataset](https://github.com/MattWallingford/360-1M), which consists of YouTube videos licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). + +## Citation + +If you use the PanFlow dataset in your research, please cite the original paper: + +```bibtex +@inproceedings{zhang2025panflow, + title={PanFlow: Decoupled Motion Control for Panoramic Video Generation}, + author={Zhang, Cheng and Liang, Hanwen and Chen, Donny Y and Wu, Qianyi and Plataniotis, Konstantinos N and Gambardella, Camilo Cruz and Cai, Jianfei}, + booktitle={Proceedings of the AAAI Conference on Artificial Intelligence}, + year={2026} +} +``` \ No newline at end of file diff --git a/cache/--yhluzuYKo/Clip-002/image-49x480x720-3-457_601.png b/cache/--yhluzuYKo/Clip-002/image-49x480x720-3-457_601.png new file mode 100644 index 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