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update sut-mrs dataset on airlab
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shibowing committed Mar 8, 2024
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6 changes: 3 additions & 3 deletions _posts/2024-03-08-subt-mrs.md
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Expand Up @@ -10,10 +10,10 @@ redirect: "https://superodometry.com/datasets"
show_sidebar: false
# slim_content_width: true
permalink: /subt-mrs/
image: /img/posts/2024-03-08-subt-mrs/first_page.pdf
image: /img/posts/2024-03-08-subt-mrs/first_page.png
datatable: true
title_image: None
hero_image: /img/posts/2024-03-08-subt-mrs/first_page.pdf
hero_image: /img/posts/2024-03-08-subt-mrs/first_page.png
hero_height: is-large
remove_hero_title: false
menubar_toc: false
Expand All @@ -23,7 +23,7 @@ tags: Learning, SLAM, Perception
Simultaneous localization and mapping (SLAM) is a fundamental task for numerous applications such as autonomous navigation and exploration. Despite many SLAM datasets have been released, current SLAM solutions still struggle to have sustained and resilient performance. One major issue is the absence of high-quality datasets including diverse all-weather conditions and a reliable metric for assessing robustness. This limitation significantly restricts the scalability and generalizability of SLAM technologies, impacting their development, validation, and deployment.

<figure>
<img src="/img/posts/2024-03-08-subt-mrs/first_page.pdf" alt="" />
<img src="/img/posts/2024-03-08-subt-mrs/first_page.png" alt="" />
</figure>

To bridge this gap and push SLAM towards all-weather environments, we present an extremely challenging dataset, SubT-MRS, including scenarios featuring various sensor degradation, aggressive locomotions, and extreme-weather conditions. The SubT-MRS dataset comprises 3 years of data from the DARPA Subterranean (SubT) Challenge (2019-2021) and extends with an additional 2 years of diverse environments (2022-2023), containing mixed indoor and outdoor settings, including long corridors, off-road scenario, tunnels, caves, deserts, forests, and bushlands.
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