Add model card for UniVLG

README.md

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+---
+pipeline_tag: image-text-to-text
+license: cc-by-nc-4.0
+---
+
+# UniVLG: Unifying 2D and 3D Vision-Language Understanding
+
+This repository contains the UniVLG model, as presented in [Unifying 2D and 3D Vision-Language Understanding](https://arxiv.org/abs/2503.10745). UniVLG is a unified architecture for 2D and 3D vision-language understanding.
+
+Project page: https://univlg.github.io
+
+The model uses a custom loading tool (`uvx`). Checkpoints are available on Hugging Face: [Hugging Face](https://huggingface.co/katefgroup/UniVLG/tree/main). See the [GitHub repository](https://github.com/ayushjain1144/univlg) for code and instructions.
+
+## Citation
+```
+@article{jain2025unifying,
+  title={Unifying 2D and 3D Vision-Language Understanding},
+  author={Jain, Ayush and Swerdlow, Alexander and Wang, Yuzhou and Arnaud, Sergio and Martin, Ada and Sax, Alexander and Meier, Franziska and Fragkiadaki, Katerina},
+  journal={arXiv preprint arXiv:2503.10745},
+  year={2025}
+}
+```
+
+**License Note:** The majority of UniVLG is licensed under CC-BY-NC, however, portions of the project (specifically Odin and Pointcept) are available under separate MIT license terms. Please refer to the GitHub repository for details.