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3 | 3 | <head> |
4 | 4 | <meta charset="utf-8"> |
5 | 5 | <meta name="description" |
6 | | - content="Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration"> |
7 | | - <meta name="keywords" content="RayFronts, Open-Vocabulary, Semantic Segmentation"> |
| 6 | + content="RayFronts: Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration"> |
| 7 | + <meta name="keywords" content="RayFronts, Open-Vocabulary, Semantic Segmentation, IROS, 2025"> |
8 | 8 | <meta name="viewport" content="width=device-width, initial-scale=1"> |
9 | 9 | <title>RayFronts: Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration</title> |
10 | 10 |
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66 | 66 | <div class="container is-max-desktop"> |
67 | 67 | <div class="columns is-centered"> |
68 | 68 | <div class="column has-text-centered"> |
69 | | - <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> |
| 69 | + <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> |
| 70 | + <h2 class="title is-size-5 publication-title">IROS 2025</h5> |
70 | 71 | <div class="is-size-5 publication-authors"> |
71 | 72 | <span class="author-block"> |
72 | 73 | <a href="https://oasisartisan.github.io/">Omar Alama</a>,</span> |
@@ -121,25 +122,43 @@ <h1 class="title is-1 publication-title"><img src="static/images/logo.gif" width |
121 | 122 | <span>arXiv</span> |
122 | 123 | </a> |
123 | 124 | </span> |
| 125 | + <!-- Code Link. --> |
| 126 | + <span class="link-block"> |
| 127 | + <a href="https://github.com/RayFronts/RayFronts" |
| 128 | + class="external-link button is-normal is-rounded is-dark"> |
| 129 | + <span class="icon"> |
| 130 | + <i class="fab fa-github"></i> |
| 131 | + </span> |
| 132 | + <span>Code</span> |
| 133 | + </a> |
| 134 | + </span> |
124 | 135 | <!-- Video Link. --> |
125 | 136 | <span class="link-block"> |
126 | | - <a href="https://www.youtube.com/embed/fFSKUBHx5gA?si=-cvnSFvs8CJXg4OV" |
| 137 | + <a href="https://www.youtube.com/watch?v=fFSKUBHx5gA" |
127 | 138 | class="external-link button is-normal is-rounded is-dark"> |
128 | 139 | <span class="icon"> |
129 | 140 | <i class="fab fa-youtube"></i> |
130 | 141 | </span> |
131 | 142 | <span>Video</span> |
132 | 143 | </a> |
133 | 144 | </span> |
134 | | - <!-- Code Link. --> |
135 | 145 | <span class="link-block"> |
136 | | - <a href="https://github.com/RayFronts/RayFronts" |
| 146 | + <a href="https://www.youtube.com/watch?v=_tIVlw1Wrh4" |
137 | 147 | class="external-link button is-normal is-rounded is-dark"> |
138 | 148 | <span class="icon"> |
139 | | - <i class="fab fa-github"></i> |
| 149 | + <i class="fab fa-youtube"></i> |
140 | 150 | </span> |
141 | | - <span>Code</span> |
142 | | - </a> |
| 151 | + <span>Podcast</span> |
| 152 | + </a> |
| 153 | + </span> |
| 154 | + <span class="link-block"> |
| 155 | + <a href="https://x.com/OmarAlama/status/1910102471587831997" |
| 156 | + class="external-link button is-normal is-rounded is-dark"> |
| 157 | + <span class="icon"> |
| 158 | + <i class="fab fa-twitter"></i> |
| 159 | + </span> |
| 160 | + <span>Thread</span> |
| 161 | + </a> |
143 | 162 | </span> |
144 | 163 | </div> |
145 | 164 |
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@@ -292,7 +311,7 @@ <h2 class="title is-3">Offline 3D Open-Vocabulary Semantic Segmentation</h2> |
292 | 311 | <p> |
293 | 312 | <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 |
294 | 313 | <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. |
295 | | - For outdoor in-the-wild performance on TartanAirV2, <b><i>RayFronts</i></b> exceeds the performance of |
| 314 | + For outdoor in-the-wild performance on TartanGround, <b><i>RayFronts</i></b> exceeds the performance of |
296 | 315 | the baselines by <b>3.36%</b> mIoU |
297 | 316 | </p> |
298 | 317 | </div> |
@@ -343,15 +362,12 @@ <h2 class="title is-3">How to use in your own project ?</h2> |
343 | 362 | <section class="section" id="BibTeX"> |
344 | 363 | <div class="container is-max-desktop content"> |
345 | 364 | <h2 class="title">BibTeX</h2> |
346 | | - <pre><code>@misc{alama2025rayfrontsopensetsemanticray, |
347 | | - title={RayFronts: Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration}, |
348 | | - 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}, |
349 | | - year={2025}, |
350 | | - eprint={2504.06994}, |
351 | | - archivePrefix={arXiv}, |
352 | | - primaryClass={cs.RO}, |
353 | | - url={https://arxiv.org/abs/2504.06994}, |
354 | | -}</code></pre> |
| 365 | + <pre><code>@article{alama2025rayfronts, |
| 366 | + title={RayFronts: Open-Set Semantic Ray Frontiers for Online Scene Understanding and Exploration}, |
| 367 | + 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}, |
| 368 | + journal={arXiv preprint arXiv:2504.06994}, |
| 369 | + year={2025}} |
| 370 | +</code></pre> |
355 | 371 | </div> |
356 | 372 | </section> |
357 | 373 |
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