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    <title>Machine Learning for Robotics </title>
    <subtitle></subtitle>
    <link rel="alternate" type="text/html" href="https://srl.cit.tum.de/"/>
    <id>https://srl.cit.tum.de/</id>
    <updated>2026-04-09T10:22:05+00:00</updated>
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    <entry>
        <title>Awards</title>
        <link rel="alternate" type="text/html" href="https://srl.cit.tum.de/awards?rev=1680699590&amp;do=diff"/>
        <published>2023-04-05T14:59:50+00:00</published>
        <updated>2023-04-05T14:59:50+00:00</updated>
        <id>https://srl.cit.tum.de/awards?rev=1680699590&amp;do=diff</id>
        <author>
            <name>Anonymous</name>
            <email>anonymous@undisclosed.example.com</email>
        </author>
        <content>Awards

	*  BMVC 2022 best student paper &quot;Event-based Non-Rigid Reconstruction from Contours&quot; by Yuxuan Xue, Haolong Li, Stefan Leutenegger and Joerg Stueckler
	*  Winner of the visual-inertial track of the 2nd HILTI-SLAM challenge (S. Leutenegger, 2022)
	*  RA-L 2021 best paper honourable mention for &quot;Deep probabilistic feature-metric tracking&quot; by B. Xu, A. J. Davison, and S. Leutenegger</content>
        <summary>Awards

	*  BMVC 2022 best student paper &quot;Event-based Non-Rigid Reconstruction from Contours&quot; by Yuxuan Xue, Haolong Li, Stefan Leutenegger and Joerg Stueckler
	*  Winner of the visual-inertial track of the 2nd HILTI-SLAM challenge (S. Leutenegger, 2022)
	*  RA-L 2021 best paper honourable mention for &quot;Deep probabilistic feature-metric tracking&quot; by B. Xu, A. J. Davison, and S. Leutenegger</summary>
    </entry>
    <entry>
        <title>Smart Robotics Lab</title>
        <link rel="alternate" type="text/html" href="https://srl.cit.tum.de/home?rev=1752220579&amp;do=diff"/>
        <published>2025-07-11T09:56:19+00:00</published>
        <updated>2025-07-11T09:56:19+00:00</updated>
        <id>https://srl.cit.tum.de/home?rev=1752220579&amp;do=diff</id>
        <author>
            <name>Anonymous</name>
            <email>anonymous@undisclosed.example.com</email>
        </author>
        <content>Smart Robotics Lab



The Smart Robotics Lab (SRL) focuses on enabling technologies for mobile robots operating in a potentially unknown environment. This includes localisation (without infrastructure such as GPS), mapping, and 3D scene understanding with a suite of sensors, most importantly cameras. Respective algorithms ranging from computer vision and machine learning to motion planning and control need to be processed efficiently on-board to yield accurate results in real-time. The aim is to…</content>
        <summary>Smart Robotics Lab



The Smart Robotics Lab (SRL) focuses on enabling technologies for mobile robots operating in a potentially unknown environment. This includes localisation (without infrastructure such as GPS), mapping, and 3D scene understanding with a suite of sensors, most importantly cameras. Respective algorithms ranging from computer vision and machine learning to motion planning and control need to be processed efficiently on-board to yield accurate results in real-time. The aim is to…</summary>
    </entry>
    <entry>
        <title>memberpage</title>
        <link rel="alternate" type="text/html" href="https://srl.cit.tum.de/memberpage?rev=1636459337&amp;do=diff"/>
        <published>2021-11-09T13:02:17+00:00</published>
        <updated>2021-11-09T13:02:17+00:00</updated>
        <id>https://srl.cit.tum.de/memberpage?rev=1636459337&amp;do=diff</id>
        <author>
            <name>Anonymous</name>
            <email>anonymous@undisclosed.example.com</email>
        </author>
     <summary>no summary</summary>
    </entry>
    <entry>
        <title>SRL Team Members</title>
        <link rel="alternate" type="text/html" href="https://srl.cit.tum.de/members?rev=1760716651&amp;do=diff"/>
        <published>2025-10-17T17:57:31+00:00</published>
        <updated>2025-10-17T17:57:31+00:00</updated>
        <id>https://srl.cit.tum.de/members?rev=1760716651&amp;do=diff</id>
        <author>
            <name>Anonymous</name>
            <email>anonymous@undisclosed.example.com</email>
        </author>
        <content>SRL Team Members

SRL Alumni

	*  Dr. Sotiris Papatheodorou,
	*  Dr. Chris Choi, now Computer Vision Engineer at Niantic Spatial
	*  Dr. Xingxing Zuo, now Assistant Professor at MBZUAI
	*  Dr. Dorian Henning, now Applied Scientist at Amazon
	*  Dr. Nils Funk, now Robotics Engineer at All3
	*  Dr. Binbin Xu, now Research Scientist at Huawei Noah&#039;s Ark Lab</content>
        <summary>SRL Team Members

SRL Alumni

	*  Dr. Sotiris Papatheodorou,
	*  Dr. Chris Choi, now Computer Vision Engineer at Niantic Spatial
	*  Dr. Xingxing Zuo, now Assistant Professor at MBZUAI
	*  Dr. Dorian Henning, now Applied Scientist at Amazon
	*  Dr. Nils Funk, now Robotics Engineer at All3
	*  Dr. Binbin Xu, now Research Scientist at Huawei Noah&#039;s Ark Lab</summary>
    </entry>
    <entry>
        <title>News</title>
        <link rel="alternate" type="text/html" href="https://srl.cit.tum.de/news?rev=1760353766&amp;do=diff"/>
        <published>2025-10-13T13:09:26+00:00</published>
        <updated>2025-10-13T13:09:26+00:00</updated>
        <id>https://srl.cit.tum.de/news?rev=1760353766&amp;do=diff</id>
        <author>
            <name>Anonymous</name>
            <email>anonymous@undisclosed.example.com</email>
        </author>
        <content>News

01/10/2025: Anran Zhang joining MRL@TUM

Welcome, Anran, who is starting as a PhD student at the lab!

19/07/2024: RSS`24 Workshop

We held a workshop, &quot;Navigation &amp; Mobile Manipulation in Challenging and Cluttered Natural Environments&quot; in Delft, Netherlands during RSS 2024. As a part of the EU-funded DigiForest project, the workshop topic includes robots in natural environments and their applications to environmental monitoring, forestry, and precision agriculture.</content>
        <summary>News

01/10/2025: Anran Zhang joining MRL@TUM

Welcome, Anran, who is starting as a PhD student at the lab!

19/07/2024: RSS`24 Workshop

We held a workshop, &quot;Navigation &amp; Mobile Manipulation in Challenging and Cluttered Natural Environments&quot; in Delft, Netherlands during RSS 2024. As a part of the EU-funded DigiForest project, the workshop topic includes robots in natural environments and their applications to environmental monitoring, forestry, and precision agriculture.</summary>
    </entry>
    <entry>
        <title>Publications</title>
        <link rel="alternate" type="text/html" href="https://srl.cit.tum.de/publications?rev=1658735695&amp;do=diff"/>
        <published>2022-07-25T09:54:55+00:00</published>
        <updated>2022-07-25T09:54:55+00:00</updated>
        <id>https://srl.cit.tum.de/publications?rev=1658735695&amp;do=diff</id>
        <author>
            <name>Anonymous</name>
            <email>anonymous@undisclosed.example.com</email>
        </author>
        <content>Publications

See also Google Scholar.</content>
        <summary>Publications

See also Google Scholar.</summary>
    </entry>
    <entry>
        <title>Research Areas</title>
        <link rel="alternate" type="text/html" href="https://srl.cit.tum.de/research?rev=1697118889&amp;do=diff"/>
        <published>2023-10-12T15:54:49+00:00</published>
        <updated>2023-10-12T15:54:49+00:00</updated>
        <id>https://srl.cit.tum.de/research?rev=1697118889&amp;do=diff</id>
        <author>
            <name>Anonymous</name>
            <email>anonymous@undisclosed.example.com</email>
        </author>
        <content>Research Areas

Multi-Sensor Slam



Integration of complementary sensing modalities has been a popular choice enabling highly robust and accurate robot state estimation and mapping. In particular, Inertial Measurement Units (IMUs) have become smaller and cheaper and are present in most of today&#039;s mobile devices. Various use-cases combining an IMU with GPS, odometry, magnetic compasses and also visual correspondences have been suggested and will continue to be researched upon, forming the backbo…</content>
        <summary>Research Areas

Multi-Sensor Slam



Integration of complementary sensing modalities has been a popular choice enabling highly robust and accurate robot state estimation and mapping. In particular, Inertial Measurement Units (IMUs) have become smaller and cheaper and are present in most of today&#039;s mobile devices. Various use-cases combining an IMU with GPS, odometry, magnetic compasses and also visual correspondences have been suggested and will continue to be researched upon, forming the backbo…</summary>
    </entry>
    <entry>
        <title>Software &amp; Datasets</title>
        <link rel="alternate" type="text/html" href="https://srl.cit.tum.de/swdatasets?rev=1658504391&amp;do=diff"/>
        <published>2022-07-22T17:39:51+00:00</published>
        <updated>2022-07-22T17:39:51+00:00</updated>
        <id>https://srl.cit.tum.de/swdatasets?rev=1658504391&amp;do=diff</id>
        <author>
            <name>Anonymous</name>
            <email>anonymous@undisclosed.example.com</email>
        </author>
        <content>Software &amp; Datasets

Supereight (Imperial College)

We release our reference implementation of Efficient Octree-Based Volumetric SLAM Supporting Signed-Distance and Occupancy Mapping (see publications below) under the BSD 3-clause license:

See &lt;https://bitbucket.org/smartroboticslab/supereight-public&gt;</content>
        <summary>Software &amp; Datasets

Supereight (Imperial College)

We release our reference implementation of Efficient Octree-Based Volumetric SLAM Supporting Signed-Distance and Occupancy Mapping (see publications below) under the BSD 3-clause license:

See &lt;https://bitbucket.org/smartroboticslab/supereight-public&gt;</summary>
    </entry>
    <entry>
        <title>Teaching</title>
        <link rel="alternate" type="text/html" href="https://srl.cit.tum.de/teaching?rev=1716542636&amp;do=diff"/>
        <published>2024-05-24T11:23:56+00:00</published>
        <updated>2024-05-24T11:23:56+00:00</updated>
        <id>https://srl.cit.tum.de/teaching?rev=1716542636&amp;do=diff</id>
        <author>
            <name>Anonymous</name>
            <email>anonymous@undisclosed.example.com</email>
        </author>
     <summary>no summary</summary>
    </entry>
    <entry>
        <title>Workshops &amp; Tutorials</title>
        <link rel="alternate" type="text/html" href="https://srl.cit.tum.de/workshops?rev=1614429873&amp;do=diff"/>
        <published>2021-02-27T13:44:33+00:00</published>
        <updated>2021-02-27T13:44:33+00:00</updated>
        <id>https://srl.cit.tum.de/workshops?rev=1614429873&amp;do=diff</id>
        <author>
            <name>Anonymous</name>
            <email>anonymous@undisclosed.example.com</email>
        </author>
        <content>Workshops &amp; Tutorials

Past Workshops

The Future of Real-Time SLAM: Sensors, Processors, Representations, and Algorithms (ICCV&#039;16)

Workshop website: &lt;https://wp.doc.ic.ac.uk/thefutureofslam/&gt;

Real-time visual Simultaneous Localisation And Mapping (SLAM) has evolved rapidly in the past few years (see figures below for some history), and increasingly drawn the interest of industry for mass-market applications such as consumer robotics, Augmented or Virtual Reality (AR/VR) and mobile devices. Me…</content>
        <summary>Workshops &amp; Tutorials

Past Workshops

The Future of Real-Time SLAM: Sensors, Processors, Representations, and Algorithms (ICCV&#039;16)

Workshop website: &lt;https://wp.doc.ic.ac.uk/thefutureofslam/&gt;

Real-time visual Simultaneous Localisation And Mapping (SLAM) has evolved rapidly in the past few years (see figures below for some history), and increasingly drawn the interest of industry for mass-market applications such as consumer robotics, Augmented or Virtual Reality (AR/VR) and mobile devices. Me…</summary>
    </entry>
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