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README.md
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---
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license: cc-by-nc-4.0
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pipeline_tag: image-to-3d
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---
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# GS-ROR<sup>2</sup>: Bidirectional-guided 3DGS and SDF for Reflective Object Relighting and Reconstruction
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This repository contains the official checkpoints and results for **GS-ROR<sup>2</sup>**, a novel method presented in the paper [GS-ROR<sup>2</sup>: Bidirectional-guided 3DGS and SDF for Reflective Object Relighting and Reconstruction](https://arxiv.org/abs/2406.18544). This work will be presented at ACM TOG 2025.
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GS-ROR<sup>2</sup> significantly advances 3D Gaussian splatting (3DGS) for inverse rendering, enabling the creation of high-quality relightable 3D assets.
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<p align="middle">
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<img src="https://nk-cs-zzl.github.io/projects/gsror/assets/images/angel_relit.gif" width="30%"/><img src="https://nk-cs-zzl.github.io/projects/gsror/assets/images/tbell_relit.gif" width="30%"/><img src="https://nk-cs-zzl.github.io/projects/gsror/assets/images/toaster_relit.gif" width="30%"/>
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</p>
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<p align="middle">
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<img src="https://nk-cs-zzl.github.io/projects/gsror/assets/images/angel_mesh.gif" width="30%"/><img src="https://nk-cs-zzl.github.io/projects/gsror/assets/images/tbell_mesh.gif" width="30%"/><img src="https://nk-cs-zzl.github.io/projects/gsror/assets/images/toaster_mesh.gif" width="30%"/>
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</p>
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## Links
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- 📄 **Paper**: [GS-ROR<sup>2</sup>: Bidirectional-guided 3DGS and SDF for Reflective Object Relighting and Reconstruction](https://arxiv.org/abs/2406.18544)
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- 🌐 **Project Page**: [https://nk-cs-zzl.github.io/projects/dsdf/index.html](https://nk-cs-zzl.github.io/projects/gsror/index.html)
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- 💻 **GitHub Repository**: [https://github.com/NK-CS-ZZL/DiscretizedSDF](https://github.com/NK-CS-ZZL/GS-ROR)
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## Usage
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For detailed installation instructions, environment setup, and information on training and evaluation, please refer to the [official GitHub repository](https://github.com/NK-CS-ZZL/GS-ROR).
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To run a quick relighting video demo with the provided checkpoints:
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1. Clone the repository:
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```bash
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git clone https://github.com/NK-CS-ZZL/GS-ROR.git
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cd GS-ROR
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```
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2. Follow the installation steps on the [GitHub repository's "Dependencies and Installation" section](https://github.com/NK-CS-ZZL/GS-ROR#dependencies-and-installation) to set up the environment and dependencies.
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3. Download pretrained models (e.g., from [HuggingFace](https://huggingface.co/lalala125/GSROR) as mentioned in the GitHub README) and place them in the `pretrained` folder.
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4. Run the demo script:
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```bash
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sh demo.sh
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```
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## Citation
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If you find our work useful for your research, please consider citing our paper:
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```bibtex
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@inproceedings{zhu_2025_gsror,
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title={GS-ROR^2: Bidirectional-guided 3DGS and SDF for Reflective Object Relighting and Reconstruction},
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author={Zhu, Zuo-Liang and Yang, Jian and Wang, Beibei},
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journal = {ACM Transactions on Graphics (TOG)},
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year={2025},
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publisher = {ACM},
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doi={10.1145/3759248},
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}
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```
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