| --- |
| license: mit |
| task_categories: |
| - other |
| tags: |
| - 3d |
| - mesh |
| - mesh-generation |
| - flow-matching |
| - shapenet |
| - objaverse |
| pretty_name: MeshFlow |
| --- |
| |
| # MeshFlow |
|
|
| **Mesh Generation with Equivariant Flow Matching** |
|
|
| This repository hosts the pretrained model checkpoints and the processed mesh |
| dataset for **MeshFlow**. |
|
|
| π **Project page:** https://qiisun.github.io/MeshFlow/ |
| π» **Code (GitHub):** https://github.com/qiisun/MeshFlow |
| π **Paper:** https://arxiv.org/abs/2606.12345 |
| π€ **Demo:** https://huggingface.co/spaces/qiisun/MeshFlow |
|
|
| --- |
|
|
| ## Repository Structure |
|
|
| ``` |
| . |
| βββ v1/ # Pretrained model checkpoints |
| βββ obj_data/ # Processed mesh dataset (.obj) |
| ``` |
|
|
| ### `v1/` β Pretrained Checkpoints |
|
|
| Pretrained MeshFlow model weights. Download and use them together with the |
| inference code in the [GitHub repository](https://github.com/qiisun/MeshFlow). |
|
|
| ### `obj_data/` β Dataset |
| |
| The processed mesh dataset used to train and evaluate MeshFlow, stored as `.obj` |
| meshes. |
| |
| --- |
| |
| ## Usage |
| |
| You can download the files with `huggingface_hub`: |
|
|
| ```python |
| from huggingface_hub import snapshot_download |
| |
| # Download everything |
| snapshot_download(repo_id="qsun2001/meshflow", repo_type="dataset") |
| |
| # Download only the pretrained checkpoints |
| snapshot_download( |
| repo_id="qsun2001/meshflow", |
| repo_type="dataset", |
| allow_patterns="v1/*", |
| ) |
| |
| # Download only the dataset |
| snapshot_download( |
| repo_id="qsun2001/meshflow", |
| repo_type="dataset", |
| allow_patterns="obj_data/*", |
| ) |
| ``` |
|
|
| Or with the CLI: |
|
|
| ```bash |
| huggingface-cli download qsun2001/meshflow --repo-type dataset --local-dir ./meshflow |
| ``` |
|
|
| For training and inference instructions, please refer to the |
| [GitHub repository](https://github.com/qiisun/MeshFlow). |
|
|
| --- |
|
|
| ## Citation |
|
|
| If you find MeshFlow useful in your research, please consider citing: |
|
|
| ```bibtex |
| @inproceedings{sun2026meshflow, |
| title = {MeshFlow: Mesh Generation with Equivariant Flow Matching}, |
| author = {Sun, Qi and Nakayama, Kiyohiro and Yan, Jing Nathan and |
| Huang, Qixing and Rush, Alexander and Guibas, Leonidas and |
| Wetzstein, Gordon and Liao, Jing and Yang, Guandao}, |
| booktitle = {SIGGRAPH}, |
| year = {2026} |
| } |
| ``` |
|
|