Improve model card for PhysicEdit

Hi! I'm Niels, part of the community science team at Hugging Face. I've noticed this repository contains the weights for PhysicEdit but is missing a detailed model card. I've opened this PR to:
- Add metadata for the `image-to-image` pipeline.
- Include links to the paper, project page, and official GitHub repository.
- Provide a sample usage section with the inference command from the repository.
- Include the official BibTeX citation for researchers.

Feel free to merge this if it looks good!

README.md

@@ -1,3 +1,45 @@
----
-license: mit
----
+---
+license: mit
+pipeline_tag: image-to-image
+tags:
+- physics-aware
+- image-editing
+---
+
+# PhysicEdit: Physics-Aware Image Editing with Latent Transition Priors
+
+PhysicEdit is an end-to-end framework for physics-aware image editing that reformulates the editing process as predictive physical state transitions. By combining a frozen Qwen2.5-VL for physically grounded reasoning with learnable transition queries, it provides visual guidance to a diffusion backbone to ensure results are both semantically aligned and physically plausible (e.g., handling refraction or material deformation).
+
+- **Paper:** [From Statics to Dynamics: Physics-Aware Image Editing with Latent Transition Priors](https://arxiv.org/abs/2602.21778)
+- **Project Page:** [https://liangbingzhao.github.io/statics2dynamics/](https://liangbingzhao.github.io/statics2dynamics/)
+- **Repository:** [https://github.com/liangbingzhao/PhysicEdit](https://github.com/liangbingzhao/PhysicEdit)
+
+## Usage
+
+To use this model, please follow the installation instructions in the [official repository](https://github.com/liangbingzhao/PhysicEdit). You can perform inference on a single image using the provided validation script:
+
+```bash
+python scripts/inference/validate.py \
+    --prompt "your_editing_instruction" \
+    --image_path /path/to/input.jpg \
+    --save_path /path/to/output.jpg \
+    --base_model_path /path/to/Qwen-Image-Edit-2509 \
+    --dinov2_path /path/to/DINOv2-with-registers-base \
+    --lora_path /path/to/physicedit_checkpoint.safetensors
+```
+
+## Citation
+
+If you find this work useful for your research, please cite the following BibTeX:
+
+```bibtex
+@misc{zhao2026staticsdynamicsphysicsawareimage,
+      title={From Statics to Dynamics: Physics-Aware Image Editing with Latent Transition Priors}, 
+      author={Liangbing Zhao and Le Zhuo and Sayak Paul and Hongsheng Li and Mohamed Elhoseiny},
+      year={2026},
+      eprint={2602.21778},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2602.21778}, 
+}
+```