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- Info
Lukas Hermann
About me
- 10/2011 - 09/2015: Bachelor o.Sc. in Computer Science with minor in Cognitive Science, University of Freiburg
- 10/2015 - 07/2019: Master o.Sc. in Computer Science with minor in Cognitive Science, University of Freiburg
- 02/2020 - up to now: Working at the Autonomous Intelligent Systems group of Prof. Dr. Wolfram Burgard as PhD Student
Research Interests
- Robot Learning
- Deep Reinforcement Learning
- Self-Supervised Learning
Current Research Projects
Publications
Journal and Conference Papers
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Oier Mees*, Lukas Hermann*, Wolfram Burgard
NEW: What Matters in Language Conditioned Robotic Imitation Learning
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Kyoto, Japan, 2022
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BibTeX
@inproceedings{meeshulc22,
author = {"Oier Mees and Lukas Hermann and Wolfram Burgard"},
title = {"What Matters in Language Conditioned Robotic Imitation Learning"},
booktitle = {Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
year = 2022,
year = "2022",
address = {Kyoto, Japan}
}
Project Page
Dataset
Code
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Oier Mees*, Lukas Hermann*, Erick Rosete-Beas, Wolfram Burgard
NEW: CALVIN: A Benchmark for Language-Conditioned Policy Learning for Long-Horizon Robot Manipulation Tasks
IEEE Robotics and Automation Letters (RAL), 2022 >
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BibTeX
@article{mees22calvin,
author = {"Oier Mees and Lukas Hermann and Erick Rosete-Beas and Wolfram Burgard"},
title = {"CALVIN - A Benchmark for Language-Conditioned Policy Learning for Long-Horizon Robot Manipulation Tasks"},
journal={"IEEE Robotics and Automation Letters (RA-L)"},
volume={7},
number={3},
pages={7327-7334},
year={2022}
}
Project Page
Dataset
Code
Video
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Iman Nematollahi, Oier Mees, Lukas Hermann, Wolfram Burgard
Hindsight for Foresight: Unsupervised Structured Dynamics Models from Physical Interaction
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Las Vegas, USA, 2020
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BibTeX
Project Page
Video
@inproceedings{nematoli20iros,
author = {Iman Nematollahi and Oier Mees and Lukas Hermann and Wolfram Burgard},
title={Hindsight for Foresight: Unsupervised Structured Dynamics Models from Physical Interaction},
booktitle={Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
year=2020,
url={http://ais.informatik.uni-freiburg.de/publications/papers/nematoli20iros.pdf}
address = {Las Vegas, USA}
}
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Maximilian Argus*, Lukas Hermann, Jon Long, Thomas Brox
FlowControl: Optical Flow Based Visual Servoing
IEEE International Conference on Intelligent Robots and System (IROS), Las Vegas, Arizona, 2020
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BibTeX
Project Page
Video
@INPROCEEDINGS{argus20iros,
author = {Maximilian Argus and Lukas Hermann and Jon Long and Thomas Brox},
title = {FlowControl: Optical Flow Based Visual Servoing},
booktitle = {Proceedings of the International Conference on Intelligent Robots and System (IROS)},
year = 2020,
address = {Las Vegas, Arizona},
url = {https://ras.papercept.net/proceedings/IROS20/634.pdf},
}
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Lukas Hermann*, Maximilian Argus*, Andreas Eitel, Artemij Amiranashvili, Wolfram Burgard, Thomas Brox
Adaptive Curriculum Generation from Demonstrations for Sim-To-Real Visuomotor Control
IEEE International Conference on Robotics and Automation (ICRA), Paris, France, 2020
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BibTeX
Project Page
Video
@INPROCEEDINGS{hermann20icra,
author = {Lukas Hermann and Maximilian Argus and Andreas Eitel and Artemij Amiranashvili and Wolfram Burgard and Thomas Brox},
title = {Adaptive Curriculum Generation from Demonstrations for Sim-To-Real Visuomotor Control},
booktitle = {Proceedings of the International Conference on Robotics and Automation (ICRA)},
year = 2020,
address = {Paris, France},
url = {https://ras.papercept.net/proceedings/ICRA20/1627.pdf},
}
Workshop Papers
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Oier Mees*, Lukas Hermann*, Wolfram Burgard
NEW: What Matters in Language Conditioned Robotic Imitation Learning over Unstructured Data
Workshop on Overlooked Aspects of Imitation Learning: Systems, Data, Tasks, and Beyond at RSS, 2022 >
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BibTeX
@inproceedings{hulc22,
author = {"Oier Mees and Lukas Hermann and Wolfram Burgard"},
title = {"What Matters in Language Conditioned Robotic Imitation Learning over Unstructured Data"},
booktitle = {"Workshop on Overlooked Aspects of Imitation Learning: Systems, Data, Tasks, and Beyond at RSS"},
year = "2022",
}
Project Page
Code
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Jessica Borja-Diaz*, Oier Mees*, Gabriel Kalweit, Lukas Hermann, Joschka Boedecker, Wolfram Burgard
Affordance Learning from Play for Sample-Efficient Policy Learning
Workshop on Robot Learning: Self-Supervised and Lifelong Learning at NeurIPS, 2021
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BibTeX
@INPROCEEDINGS{borja21neurips,
author = {Jessica Borja-Diaz and Oier Mees and Gabriel Kalweit and Lukas Hermann and Joschka Boedecker and Wolfram Burgard},
title = {Affordance Learning from Play for Sample-Efficient Policy Learning},
booktitle = {Workshop on Robot Learning: Self-Supervised and Lifelong Learning at NeurIPS},
year = 2021,
address = {Virtual}
}
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Iman Nematollahi, Oier Mees, Lukas Hermann, Wolfram Burgard
Hindsight for Foresight: Unsupervised Structured Dynamics Models from Physical Interaction
Workshop on Machine Learning in Planning and Control of Robot Motion at IEEE International Conference on Robotics and Automation (ICRA), Paris, France, 2020
Download
BibTeX
@INPROCEEDINGS{nematoli20icra,
author = {Iman Nematollahi and Oier Mees and Lukas Hermann and Wolfram Burgard},
title = {Hindsight for Foresight: Unsupervised Structured Dynamics Models from Physical Interaction},
booktitle = {Workshop on Machine Learning in Planning and Control of Robot Motion at IEEE International Conference on Robotics and Automation (ICRA)},
year = {2020},
address = {Paris, France}
}
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