Update dataset card with metadata, links and usage instructions

README.md

@@ -1,6 +1,24 @@
+---
+license: cc-by-nc-nd-4.0
+task_categories:
+- image-to-video
+---
 
-## Overall
-This is the dataset for [SeeU: Seeing the Unseen World via 4D Dynamics-aware Generation](https://yuyuanspace.com/SeeU/).
+# SeeU45 Dataset
+
+[**Project Page**](https://yuyuan-space.github.io/SeeU/) | [**Paper**](https://huggingface.co/papers/2512.03350) | [**Code**](https://github.com/pandayuanyu/SeeU)
+
+This is the official dataset for **SeeU: Seeing the Unseen World via 4D Dynamics-aware Generation**, a framework that learns continuous 4D dynamics to generate unseen visual content from sparse monocular frames.
+
+## Sample Usage
+
+You can download the dataset using the `huggingface_hub` CLI:
+
+```bash
+pip install "huggingface_hub[hf_transfer]"
+
+hf download pandaphd/SeeU45 --repo-type dataset --local-dir SeeU45
+```
 
 ## Dataset Structure
 
@@ -31,13 +49,21 @@ The publicly released scenes in SeeU45 are derived from the following sources (i
 
 All original copyrights of these source datasets are retained by their respective authors.
 
-## SeeU45 License
-
-The **SeeU45 dataset** (including our processed frames, splits, and annotations) is released under:
+## License
 
-**license: CC BY-NC-ND 4.0** 
-This means:
+The **SeeU45 dataset** (including our processed frames, splits, and annotations) is released under **CC BY-NC-ND 4.0**. 
 
 - ✅ You may use SeeU45 for **non-commercial academic research**.  
 - ✅ You must credit the SeeU paper and dataset when using it.  
-- ❌ You may not use SeeU45 for commercial purposes.
+- ❌ You may not use SeeU45 for commercial purposes.
+
+## Citation
+
+```bibtex
+@article{Yuan_2025_SeeU,
+  title={{SeeU}: Seeing the Unseen World via 4D Dynamics-aware Generation},
+  author={Yuan, Yu and Wickremasinghe, Tharindu and Nadir, Zeeshan and Wang, Xijun and Chi, Yiheng and Chan, Stanley H.},
+  journal={arXiv preprint arXiv: 2512.03350},
+  year={2025}
+}
+```