Raphael Memmesheimer
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Raphael Memmesheimer

Raphael Memmesheimer

Scientific Staff

University of Bonn

Autonomous Intelligent Systems

Friedrich-Hirzebruch-Allee 8

53115 Bonn

Room 0.055

+49 228-73-60805


Research Interest

Embodied Artificial Intelligence

Time Series Classification

Imitation Learning

Action Recognition

Autonomous Mobile Robots

Robot Competitions


Short CV

I'm currently PostDoc with the Autonomous Intelligent Systems group at the University of Bonn. Before I was PhD. Student in the Active Vision Group at the University of Koblenz-Landau (now University of Koblenz). I obtained my Master Degree in Visual Computing from the University of Koblenz-Landau in 2016. From 2016 - 2019 I was team leader of the homer service robotics team taking part in RoboCup@Home, European Robotics League and the World Robot Summit. Most notably during that time we won the RoboCup@Home world championship three consecutive times (four times in total).

I have quite some ideas for potential bachelor and master theses as well research projects. Feel free to contact me if you are interested.

Video abstracts of some of my publications are available at youtube.


I served as reviewer for the following conferences and journals:
  • IROS (IEEE/RSJ International Conference on Intelligent Robots and Systems) in 2020, 2021, 2022, 2023
  • ICRA (IEEE International Conference on Robotics and Automation) in 2020, 2021
  • RO-MAN (IEEE International Conference on Robot and Human Interactive Communication) in 2019
  • RA-L (IEEE Robotics and Automation Letters) in 2019, 2022, 2023
  • IEEE SPL (IEEE Signal Processing Letters) in 2023
  • IJCV (Springer International Journal of Computer Vision) in 2023

Publications

NimbRo wins ANA Avatar XPRIZE Immersive Telepresence Competition: Human-Centric Evaluation and Lessons Learned
lenz2023nimbro
Lenz, Christian; Schwarz, Max; Rochow, Andre; Pätzold, Bastian; Memmesheimer, Raphael; Schreiber, Michael; Behnke, Sven
Accepted for International Journal of Social Robotics (SORO), Springer, to appear 2023 2023


Audio-based Roughness Sensing and Tactile Feedback for Haptic Perception in Telepresence
patzold2023audio
Pätzold, Bastian; Rochow, Andre; Schreiber, Michael; Memmesheimer, Raphael; Lenz, Christian; Schwarz, Max; Behnke, Sven
Accepted for IEEE International Conference on Systems, Man, and Cybernetics (SMC), Maui, Hawaii, USA, October, 2023. 2023


Robust Immersive Telepresence and Mobile Telemanipulation: NimbRo wins ANA Avatar XPRIZE Finals
schwarz2023robust
Schwarz, Max; Lenz, Christian; Memmesheimer, Raphael; Pätzold, Bastian; Rochow, Andre; Schreiber, Michael; Behnke, Sven
Accepted for IEEE-RAS 22nd International Conference on Humanoid Robots (Humanoids), Austin, USA, December 2023. 2023


External Camera-Based Mobile Robot Pose Estimation for Collaborative Perception with Smart Edge Sensors
Bultmann2023ECM
Bultmann, Simon; Memmesheimer, Raphael; Behnke, Sven
{IEEE} International Conference on Robotics and Automation, {ICRA} 2023, London, UK, May 29 - June 2, 2023 2023


RoboCup 2022 AdultSize Winner NimbRo: Upgraded Perception, Capture Steps Gait and Phase-Based In-Walk Kicks
Pavlichenko2023RC2
Pavlichenko, Dmytro; Ficht, Grzegorz; Amini, Arash; Hosseini, Mojtaba; Memmesheimer, Raphael; Villar{-}Corrales, Angel; Schulz, Stefan M.; Missura, Marcell; Bennewitz, Maren; Behnke, Sven
RoboCup 2022: - Robot World Cup {XXV} [Bangkok, Thailand, July 11-17, 2022] 2023


On the recognition of human activities and the evaluation of its imitation by robotic systems
phdthesis
Memmesheimer, Raphael
2023


Reduced Skeleton Representation for Action Recognition on Graph Convolutional Neural Networks
Germann2023RSR
Germann, Ida; Memmesheimer, Raphael; Paulus, Dietrich
{IEEE/SICE} International Symposium on System Integration, {SII} 2023, Atlanta, GA, USA, January 17-20, 2023 2023


Classification of pathological and healthy individuals for computer-aided physical rehabilitation
Kramer2023COP
Kramer, Ivanna; Memmesheimer, Raphael; Paulus, Dietrich
{IEEE/SICE} International Symposium on System Integration, {SII} 2023, Atlanta, GA, USA, January 17-20, 2023 2023


Data augmentation for training a neural network for image reconstruction in MPI
vonGladiss2022DAF
von Gladiss, Anselm; Kramer, Ivanna; Theisen, Nick; Memmesheimer, Raphael; Bakenecker, Anna C.; Buzug, Thorsten M.; Paulus, Dietrich
International Workshop on Magnetic Particle Imaging 2022


Reconstruction of 1D Images with a Neural Network for Magnetic Particle Imaging
vonGladiss2022RO1
von Gladiss, Anselm; Memmesheimer, Raphael; Theisen, Nick; Bakenecker, Anna C.; Buzug, Thorsten M.; Paulus, Dietrich
Bildverarbeitung für die Medizin 2022. Informatik aktuell 2022


Skeleton-DML: Deep Metric Learning for Skeleton-Based One-Shot Action Recognition
Memmesheimer2022SDM
Memmesheimer, Raphael; Häring, Simon; Theisen, Nick; Paulus, Dietrich
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision 2022


Fusion-GCN: Multimodal Action Recognition using Graph Convolutional Networks
Duhme2021FMA
Duhme, Michael; Memmesheimer, Raphael; Paulus, Dietrich
Pattern Recognition 2021


Action Segmentation on Representations of Skeleton Sequences using Transformer Networks
Haering2021ASO
Häring, Simon; Memmesheimer, Raphael; Paulus, Dietrich
2021 IEEE International Conference on Image Processing 2021


Customer Interaction of a Future Convenience Store with a Mobile Manipulation Service Robot
Kramer2021CIO
Kramer, Ivanna; Memmesheimer, Raphael; Paulus, Dietrich
2021 IEEE International Conference on Omni-Layer Intelligent Systems (COINS) 2021


Mobile Manipulation Hackathon: Moving into real world applications
Roa2021MMH
Roa, Máximo; Dogar, Mehmet; Pages, Jordi; Vivas, Carlos; Morales, Antonio; Correll, Nikolaus; Görner, Michael; Rosell, Jan; Foix, Sergi; Memmesheimer, Raphael; Ferro, Francesco
IEEE Robotics and Automation Magazine 2021


SL-DML: Signal Level Deep Metric Learning for Multimodal One-Shot Action Recognition
Memmesheimer2021SSL
Memmesheimer, Raphael; Theisen, Nick; Paulus, Dietrich
25th International Conference on Pattern Recognition, {ICPR} 2020, Virtual Event / Milan, Italy, January 10-15, 2021 2021


Gimme Signals: Discriminative signal encoding for multimodal activity recognition
Memmesheimer2020GSD
Memmesheimer, Raphael; Theisen, Nick; Paulus, Dietrich
2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2020


Robotic Imitation by Markerless Visual Observation and Semantic Associations
Memmesheimer2020RIB
Memmesheimer, Raphael; Kramer, Ivanna; Seib, Viktor; Theisen, Nick; Paulus, Dietrich
2020 IEEE International Conference on Autonomous Robot Systems and Competitions (ICARSC) 2020


Simitate: A Hybrid Imitation Learning Benchmark
Memmesheimer2019SAH
Memmesheimer, Raphael; Kramer, Ivanna; Seib, Viktor; Paulus, Dietrich
2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2019


Scratchy: A Lightweight Modular Autonomous Robot for Robotic Competitions
Memmesheimer2019SAL
Memmesheimer, Raphael; Kuhlmann, Isabelle; Mints, Mark; Schmidt, Patrik; Korbach, Christian; Germann, Ida; Paulus, Dietrich
2019 IEEE International Conference on Autonomous Robot Systems and Competitions (ICARSC) 2019


Adaptive Learning Methods for Autonomous Mobile Manipulation in RoboCup@Home
Memmesheimer2019ALM
Memmesheimer, Raphael; Seib, Viktor; Evers, Tobias; Müller, Daniel; Paulus, Dietrich
RoboCup 2019: Robot World Cup XXIII 2019


Evaluation Of Physical Therapy Through Analysis Of Depth Images
Kramer2019EOP
Kramer, Ivanna; Schmidt, Niko; Memmesheimer, Raphael; Paulus, Dietrich
2019 28th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN) 2019


Gesture Recognition in RGB Videos Using Human Body Keypoints and Dynamic Time Warping
Schneider2019GRI
Schneider, Pascal; Memmesheimer, Raphael; Kramer, Ivanna; Paulus, Dietrich
RoboCup 2019: Robot World Cup XXIII 2019


homer@UniKoblenz: Winning Team of the RoboCup@Home Open Platform League 2018
Memmesheimer2019HWT
Memmesheimer, Raphael; Mykhalchyshyna, Ivanna; Seib, Viktor; Evers, Tobias; Paulus, Dietrich
RoboCup 2018: Robot World Cup XXII [Montreal, QC, Canada, June 18-22, 2018]. 2019


homer@UniKoblenz: Winning Team of the RoboCup@Home Open Platform League 2017
Memmesheimer2018HWT
Memmesheimer, Raphael; Seib, Vikor; Paulus, Dietrich
RoboCup 2017: Robot World Cup XXI 2018


Gesture Recognition On Human Pose Features Of Single Images
Memmesheimer2018GRO
Memmesheimer, Raphael; Mykhalchyshyna, Ivanna; Paulus, Dietrich
2018 International Conference on Intelligent Systems (IS) 2018


RoboCup@Home: Summarizing achievements in over eleven years of competition
Matamoros2018RSA
Matamoros, Mauricio; Seib, Viktor; Memmesheimer, Raphael; Paulus, Dietrich
2018 IEEE International Conference on Autonomous Robot Systems and Competitions (ICARSC) 2018


Joint Operator Detection and Tracking for Person Following from Mobile Platforms
Wojke2017JOD
Wojke, Nicolai; Memmesheimer, Raphael; Paulus, Dietrich
International Conference on Information Fusion (Fusion), 2017


Benchmarking Speech Understanding in Service Robotics
Vanzo2017BSU
Vanzo, Andrea; Iocchi, Luca; Nardi, Daniele; Memmesheimer, Raphael; Paulus, Dietrich; Ivanovska, Iryna; Kraetzschmar, Gerhard
Proceedings of the 4th Italian Workshop on Artificial Intelligence and Robotics A workshop of the XVI International Conference of the Italian Association for Artificial Intelligence (AI*IA 2017), Bari, Italy, November 14-15, 2017. 2017


A ROS-based System for an Autonomous Service Robot
Seib2016ARS
Seib, Viktor; Memmesheimer, Raphael; Paulus, Dietrich
Robot Operating System (ROS): The Complete Reference (Volume 1) 2016


Team Homer@ UniKoblenz --- Approaches and Contributions to the RoboCup@Home Competition
Seib2015THU
Seib, Viktor; Manthe, Stephan; Memmesheimer, Raphael; Polster, Florian; Paulus, Dietrich
RoboCup 2015: Robot World Cup XIX 2015


Ensemble Classifier for Joint Object Instance and Category Recognition on RGB-D Data
Seib2015ECF
Seib, Viktor; Memmesheimer, Raphael; Paulus, Dietrich
IEEE International Conference on Image Processing (ICIP) 2015


Awards

ANA Avatar XPRIZE Challenge
1st Place
2022, ANA Avatar XPRIZE Challenge Las Vegas, USA

RoboCup World Cup
1st in AdultSize Soccer Competition / 1st in AdultSize Technical Challenge / 1st in AdultSize Drop-In Challenge / Best Humanoid Award
2022, RoboCup World Cup Bangkok, Thailand

Day of Computervisualistics
Video Award for AcRec internship
2022, Day of Computervisualistics Koblenz, Germany

World Robot Summit
Placed 3rd in the Customer Interaction Category of the Future Convenience Store Challenge (private attendance)
2021, World Robot Summit Nagoya, Japan

Region56+ Award
Limbo (private built robot was awarded)
2021, Region56+ Award Koblenz, Germany

Metrics Project
Placed 1st in the Heart-Met Gesture Recognition Challenge / Placed 1st in the Heart-Met Action Recognition Challenge (AcRec@UniKoblenz)
2021, Metrics Project Online

Day of Computervisualistics
Placed 1st in the chair valuation (AcRec internship)
2021, Day of Computervisualistics Koblenz, Germany

RoboCup World Cup
Placed 1st in @Home Open Platform League (World Champion)
2019, RoboCup World Cup Sydney, Australia

European Robotics League
Best in Professional Service Robots League
2019, European Robotics League Bonn (Germany), Koblenz (Germany)

European Robotics League
Best in Consumer Service Robots League
2019, European Robotics League Lisbon, Portugal

RoboCup German Open
Placed 3rd in @Home League
2019, RoboCup German Open Magdeburg

RoboCup World Cup
Placed 1st in @Home Open Platform League (World Champion) / Best Poster Award Open Platform League
2018, RoboCup World Cup Montreal, Canada

World Robot Summit
Placed 3rd in the Customer Interaction Category of the Future Convenience Store Challenge
2018, World Robot Summit Tokyo, Japan

European Robotics League
(some of them shared equally with other teams) Best in TBM1: Getting to know my home / Best in TBM2: Welcoming Visitors / Best in TBM3: Catering for Grannie Annie’s Comfort / Best in TBM5: GPSR
2018, European Robotics League Lisbon (Portugal), Edinburgh (Scotland), Barcelona (Spain)

RoboCup German Open
Placed 1st in @Home League
2018, RoboCup German Open Magdeburg

RoboCup World Cup
Placed 1st in @Home Open Platform League (World Champion)
2017, RoboCup World Cup Nagoya, Japan

Lehrpreis der Hochschuldidaktischen Arbeitsstelle
Lehrpreis Sommersemester 2017 | Projekt- und Forschungspraktikum: Robbie
2017, Lehrpreis der Hochschuldidaktischen Arbeitsstelle Koblenz, Germany

ICRA 2017 DJI RoboMaster Mobile Manipulation Challenge
Finalist
2017, ICRA 2017 DJI RoboMaster Mobile Manipulation Challenge Singapore, Singapore

RoboCup German Open
Placed 1st in @Home League
2017, RoboCup German Open Magdeburg

Day of Computervisualistics
Placed 1st in the chair valuation
2017, Day of Computervisualistics University of Koblenz

DJI RoboMaster Technical Challenge
Placed 2nd
2017, DJI RoboMaster Technical Challenge Shenzhen, China

RoboCup European Open
Placed 2nd in @Home League
2016, RoboCup European Open Eindhoven, Netherlands

RoboCup World Cup
Finalist in @Home League
2016, RoboCup World Cup Leipzig, Germany

RoboCup World Cup
Placed 1st in @Home League (World Champion) / Placed 1st in Speech Recognition and Audio Detection / Best Looking Robot Award
2015, RoboCup World Cup Hefei, China

RoCKIn
1st in overall ranking (together with team SocRob) / Best Team award
2015, RoCKIn Lisboa, Portugal

RoCKIn Camp
Best Demonstration in RoCKIn@Home track
2015, RoCKIn Camp Peccioli, Italy

RoboCup German Open
Placed 2nd in @Home League
2015, RoboCup German Open Magdeburg

Day of Computervisualistics
Placed 1st in the chair valuation
2015, Day of Computervisualistics University of Koblenz

RoCKIn
1st in the @Home Track / 2nd in Object Recognition
2014, RoCKIn Toulouse, France

RoboCup German Open
Finalist in the @Home League
2014, RoboCup German Open Magdeburg

RoCKIn Camp
Best Final Demonstration in the RoCKIn@Home track
2014, RoCKIn Camp Rome

Day of Computervisualistics
Placed 3rd in the chair valuation / Placed 1st in the audience valuation
2013, Day of Computervisualistics University of Koblenz

RoboCup WorldCup
Finalist in the @Home League
2013, RoboCup WorldCup Eindhoven, Netherlands

RoboCup German Open
Placed 3rd in the @Home League
2013, RoboCup German Open Magdeburg

Invited Talks

Multimodal Few-Shot Action Recognition for Embodied AI
2024,Campus Visist, University of Lübeck, Lübeck, Germany

Embodied AI: Towards improved human robot interaction by learning from human motion
2023,Research Workshop: Control of Movement in Biology and Robotics, University Bayreuth, Campus Kulmbach, Germany

On the recognition and imitation of human activities on robotic platforms
2022,Advanced Lecture Series on Artificial Intelligence and Autonomous Systems, Bonn Rhein Sieg, Germany (online)

Servicerobotik - Wettbewerbe und Anwendungen
2022,MN-Seminar, Darmstadt, Germany (online)

Gesture and activity challenge result presentation of AcRec@UniKoblenz
2021,HEART-MET workshop, Sankt Augustin, Germany (online)

Golem - Faszination Künstliche Intelligenz
2021,Kulursalon Koblenz, Koblenz, Germany

Towards adaptive learning in robot competitions
2020,European Robotics Forum, Malaga, Spain

Roboter und künstliche Intelligenz
2020,Guestlecture: Intelligenz, Denken und Problemlösen / Roboter - KI oder Bauplan für eine Seele, Koblenz, Germany

Künstliche Intelligenz in Haushalt- und Servicerobotik
2019,VDI Mittelrhein Jahresversammlung, Koblenz, Germany

homer@Uni Koblenz
2018,Tsotsos Lab, Toronto, Canada

Lernen durch Demonstration
2018,Guestlecture: Intelligenz, Denken und Problemlösen, Koblenz, Germany

RoboCup 2017 / Where is HRI and where can it go to in RoboCup? RO-MAN Workshop: HRI for Service Robots in RoboCup@Home
2017,IEEE International Symposium on Robot and Human Interactive Communication, Lisbon, Portugal

Report from ERL Service Robots RO-MAN Workshop: HRI for Service Robots in RoboCup@Home
2017,IEEE International Symposium on Robot and Human Interactive Communication, Lisbon, Portugal

Team's experience in ERL - Service Robots European robotics competitions and challenges: status quo and lessons learned
2017,European Robotics Forum, Edinburgh, Scotland

Navigation and Mapping of Team homer@UniKoblenz
2017,European Robotics League, Peccioli, Italy