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jzhzhang committed Dec 10, 2024
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<ul>
<li><b>Uni-NaVid is the first video-based Vision-Language Model (VLM) designed to unify diverse navigation tasks.</b></li>
<li><b>Uni-NaVid is highly efficient, achieving nearly 5 Hz inference.</b></li>
<li><b>Uni-NaVid collects 3.6 million navigation data samples across VLN, ObjectNav, EQA, and human-following tasks.</b></li>
<li><b>Uni-NaVid collects 3.6 million navigation samples across VLN, ObjectNav, EQA, and human-following tasks.</b></li>
<li><b>Uni-NaVid achieves SOTA performance across general navigation benchmarks and demonstrates strong generalizability in real-world environments.</b></li>
</ul>

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</section>


<!--BibTex citation -->
<!-- BibTex citation -->
<section class="section" id="BibTeX">
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<h2 class="title">BibTeX</h2>
<pre><code>@article{zhang2024navid,
title={NaVid: Video-based VLM Plans the Next Step for Vision-and-Language Navigation},
author={Zhang, Jiazhao and Wang, Kunyu and Xu, Rongtao and Zhou, Gengze and Hong, Yicong and Fang, Xiaomeng and Wu, Qi and Zhang, Zhizheng and Wang, He},
journal={arXiv preprint arXiv:2402.15852},
year={2024}
}</code></pre>
<pre><code>@misc{zhang2024uninavid,
title={Uni-NaVid: A Video-based Vision-Language-Action Model for Unifying Embodied Navigation Tasks},
author={Jiazhao Zhang and Kunyu Wang and Shaoan Wang and Minghan Li and Haoran Liu and Songlin Wei and Zhongyuan Wang and Zhizheng Zhang and He Wang},
year={2024},
eprint={2412.06224},
archivePrefix={arXiv},
primaryClass={cs.RO},
url={https://arxiv.org/abs/2412.06224},
}</code></pre>
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