---
license: llama2
---

# UGround

UGround is a storng GUI visual grounding model trained with a simple recipe. Check our homepage and paper for more details.
![radar](https://osu-nlp-group.github.io/UGround/static/images/radar.png)
- **Homepage:** https://osu-nlp-group.github.io/UGround/
- **Repository:** https://github.com/OSU-NLP-Group/UGround
- **Paper:** https://arxiv.org/abs/2410.05243
- **Demo:** https://huggingface.co/spaces/orby-osu/UGround
- **Point of Contact:** [Boyu Gou](mailto:gou.43@osu.edu)


- [x] Model Weights
- [ ] Code
  - [ ] Inference Code of UGround
  - [x] Offline Experiments
    - [x] Screenspot (along with referring expressions generated by GPT-4/4o)
    - [x] Multimodal-Mind2Web
    - [x] OmniAct
  - [ ] Online Experiments
    - [ ] Mind2Web-Live
    - [ ] AndroidWorld
- [ ] Data
  - [ ] Data Examples
  - [ ] Data Construction Scripts
  - [ ] Guidance of Open-source Data 
  - [ ] Full Data
- [x] Online Demo (HF Spaces)

## Citation Information

If you find this work useful, please consider citing our papers: 

```
@article{gou2024uground,
        title={Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents},
        author={Boyu Gou and Ruohan Wang and Boyuan Zheng and Yanan Xie and Cheng Chang and Yiheng Shu and Huan Sun and Yu Su},
        journal={arXiv preprint arXiv:2410.05243},
        year={2024},
        url={https://arxiv.org/abs/2410.05243},
      }

@article{zheng2023seeact,
        title={GPT-4V(ision) is a Generalist Web Agent, if Grounded},
        author={Boyuan Zheng and Boyu Gou and Jihyung Kil and Huan Sun and Yu Su},
        journal={arXiv preprint arXiv:2401.01614},
        year={2024},
      }
```