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license: apache-2.0 |
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--- |
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# DeskVision: Large Scale Desktop Region Captioning for Advanced GUI Agents |
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[\[💻Code\]](https://sh-code.mthreads.com/liang.yang/mt-gui)[\[📝Paper\]](https://arxiv.org/abs/2503.11170) [\[🤗Models\]](https://huggingface.co/caca9527/GUIExplorer)[\[🤗Data\]](https://huggingface.co/datasets/caca9527/DeskVision) |
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We have open-sourced the code for generating DeskVision data, which includes two tools, Detector and Captioner. For details and how to use them, see [\[📝Paper\]](https://arxiv.org/abs/2503.11170) and [\[💻Code\]](https://sh-code.mthreads.com/liang.yang/mt-gui). We have also open-sourced (part of) the DeskVision data generated based on these tools. Due to data legitimacy reasons, self-built image data is presented in URL format. More data will be added in the future. We also generate Region Captions for the open source Desktop complete image data of [OS-Atlas](https://osatlas.github.io/), and also open source the related annotations. |
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**Data format description** |
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1. DeskVision_url |
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``` |
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{"url": xx, "region captions": xx} |
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``` |
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2. OS-Atlas_desktop_DeskVision |
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``` |
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{"image path": xx, "region captions": xx} |
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``` |
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The region captions give each interactive element ID, bbox (x1,y1,x2,y2) and caption. |
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**Citation** |
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If you use DeskVision datasets for your research, please cite our [\[📝Paper\]](https://arxiv.org/abs/2503.11170): |
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```bibtex |
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@misc{xu2025deskvisionlargescaledesktop, |
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title={DeskVision: Large Scale Desktop Region Captioning for Advanced GUI Agents}, |
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author={Yibin Xu and Liang Yang and Hao Chen and Hua Wang and Zhi Chen and Yaohua Tang}, |
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year={2025}, |
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eprint={2503.11170}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CL}, |
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url={https://arxiv.org/abs/2503.11170}, |
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} |
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``` |