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Merge branch 'main' of github.com:RayFronts/RayFronts.github.io
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README.md

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@@ -4,13 +4,10 @@ This is the repository that contains source code for the [RayFronts website](htt
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If you find RayFronts useful for your work please cite:
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```
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@misc{alama2024rayfronts,
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title={RayFronts: Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration},
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author={Omar Alama and Avigyan Bhattacharya and Haoyang He and Seungchan Kim and Yuheng Qiu and Wenshan Wang and Cherie Ho and Nikhil Keetha and Sebastian Scherer},
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year={2025},
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eprint={},
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archivePrefix={arXiv},
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primaryClass={cs.CV},
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url={https://arxiv.org/abs/}
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@article{alama2025rayfronts,
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title={RayFronts: Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration},
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author={Alama, Omar and Bhattacharya, Avigyan and He, Haoyang and Kim, Seungchan and Qiu, Yuheng and Wang, Wenshan and Ho, Cherie and Keetha, Nikhil and Scherer, Sebastian},
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journal={arXiv preprint arXiv:2504.06994},
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year={2025}
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}
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```

index.html

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<head>
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<meta charset="utf-8">
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<meta name="description"
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content="Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration">
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<meta name="keywords" content="RayFronts, Open-Vocabulary, Semantic Segmentation">
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content="RayFronts: Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration">
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<meta name="keywords" content="RayFronts, Open-Vocabulary, Semantic Segmentation, IROS, 2025">
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<title>RayFronts: Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration</title>
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<div class="container is-max-desktop">
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<div class="columns is-centered">
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<div class="column has-text-centered">
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<h1 class="title is-1 publication-title"><img src="static/images/logo.gif" width="50%"/><br/>Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration</h1>
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<h1 class="title is-size-2 publication-title"><img src="static/images/logo.gif" width="50%"/><br/>Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration</h1>
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<h2 class="title is-size-5 publication-title">IROS 2025</h5>
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<div class="is-size-5 publication-authors">
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<span class="author-block">
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<a href="https://oasisartisan.github.io/">Omar Alama</a>,</span>
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<span>arXiv</span>
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</a>
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</span>
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<!-- Code Link. -->
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<span class="link-block">
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<a href="https://github.com/RayFronts/RayFronts"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="fab fa-github"></i>
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</span>
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<span>Code</span>
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</a>
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</span>
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<!-- Video Link. -->
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<span class="link-block">
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<a href="https://www.youtube.com/embed/fFSKUBHx5gA?si=-cvnSFvs8CJXg4OV"
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<a href="https://www.youtube.com/watch?v=fFSKUBHx5gA"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="fab fa-youtube"></i>
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</span>
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<span>Video</span>
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</a>
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</span>
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<!-- Code Link. -->
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<span class="link-block">
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<a href="https://github.com/RayFronts/RayFronts"
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<a href="https://www.youtube.com/watch?v=_tIVlw1Wrh4"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="fab fa-github"></i>
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<i class="fab fa-youtube"></i>
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</span>
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<span>Code</span>
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</a>
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<span>Podcast</span>
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</a>
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</span>
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<span class="link-block">
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<a href="https://x.com/OmarAlama/status/1910102471587831997"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="fab fa-twitter"></i>
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</span>
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<span>Thread</span>
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</a>
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</span>
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</div>
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<p>
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<b><i>RayFronts</i></b> consistently outper-forms the baselines in mIoU, and achieves SOTA performance beating the next best baselines by <b>+18.07%</b> and
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<b>+9.63%</b> mIoU on Replica and Scannet, respectively, excluding background. RayFronts is also able to handle background seamlessly with its single-forward pass approach while segment-then-encode approaches fall short.
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For outdoor in-the-wild performance on TartanAirV2, <b><i>RayFronts</i></b> exceeds the performance of
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For outdoor in-the-wild performance on TartanGround, <b><i>RayFronts</i></b> exceeds the performance of
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the baselines by <b>3.36%</b> mIoU
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</p>
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</div>
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<section class="section" id="BibTeX">
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<div class="container is-max-desktop content">
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<h2 class="title">BibTeX</h2>
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<pre><code>@misc{alama2025rayfrontsopensetsemanticray,
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title={RayFronts: Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration},
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author={Omar Alama and Avigyan Bhattacharya and Haoyang He and Seungchan Kim and Yuheng Qiu and Wenshan Wang and Cherie Ho and Nikhil Keetha and Sebastian Scherer},
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year={2025},
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eprint={2504.06994},
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archivePrefix={arXiv},
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primaryClass={cs.RO},
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url={https://arxiv.org/abs/2504.06994},
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}</code></pre>
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<pre><code>@article{alama2025rayfronts,
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title={RayFronts: Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration},
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author={Alama, Omar and Bhattacharya, Avigyan and He, Haoyang and Kim, Seungchan and Qiu, Yuheng and Wang, Wenshan and Ho, Cherie and Keetha, Nikhil and Scherer, Sebastian},
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journal={arXiv preprint arXiv:2504.06994},
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year={2025}}
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</code></pre>
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</div>
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</section>
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