Sports Analytics
The Sports Analytics group applies different methods in the fields of Machine Learning, Signal Processing, Wearables and Human-Computer Interaction to analyze and predict human motion and performance. To gain deeper insights into the behaviour of athletes in specific sports like running, soccer or volleyball, we conduct in-the-wild and lab studies using inertial measurement units (IMUs), motion capture systems, video, and extended realities. The group also utilizes extended realities to simulate training scenarios and applies them to various fields of application like therapy or performance improvement. Our research contributes to the development of more precise analysis tools in sports and rehabilitation and thus makes the assessment and training more efficient. This can lead to an increase in performance but also help to recognize harmful movement patterns for the prevention of injuries.
Group Head
Group Members
Students
If you are interested in writing a Bachelor’s or Master’s thesis in our group, please check the lab’s Student Theses and Jobs.
- David López Caballero
Implementation of a collaborative-based recommender system to support the treatment of people with food intolerances
- Antonia Deyerberg
Unsupervised Personalization of Activity Recognition in Football - Antonia Steger
The Mobile VR-Amblyopia Trainer. An Android Based VR-Game for the Treatment of Amblyopia. - Birte Höft
Implementing an augmented reality application to improve stereoscopic vision - Fabian Hirn
Investigating the Expected Goals Metric using Biomechanical Features gained from Pose Estimation - Fabian Löbel
Comparing interaction modalities in eye-tracking based perimetry using a Virtual Reality headset. - Florian Schleicher
Color based BCI Interaction - Classification of Color based on Power Bands from EEG Data - Franka Risch
Measurement of Ocular Deviation with an VR Hess Screen Test Using Eye Tracking - Jaromir Vogt
VR-based tool for mTBI detection using stereopsis performance and eye-tracking data - Juliana Klein
Development of Algorithms for Computing Knee Stability Parameters Using a Sensor Equipped Knee Sleeve - Lucas Wittmann
Measuring Motivation in Sports: A Machine Learning Approach to Analyse the Effect of Gamification on Biosignals and Motivation in Sport - Luis Durner
- Lukas Heine
AI – driven golf swing analysis and improvement - Oliver Korn
(Re-)Eye-dentification based on pupillometry data from eye trackers in a VR environment - Robin Modisch
Immersive Gesture-Based Human Robot Interaction in MR - Roland Stolz
Athlete Identification and Personel Profile Creation based on Movement Sensor Data - Roobesh Balaji
A Multimodal Approach to Analyze the Relation Between Motivation and Performance in Soccer - Sangeetha Chelottillam
Machine learning analysis of factors affecting motivation and performance in recreational running - Timur Perst
Transfer Learning for Activity Recognition in Ultimate Frisbee - Verena Enzenhöfer
- Vishaal Saravanan
Multimodal machine learning for calving detection
Projects
- Assessment and Improvement of Mental Health
- Connected Movement
- Development of Sensor System for Dry Training in Biathlon
- Diagnostic Imaging in Virtual Reality
- Digital Sports Bavaria
- Digital Sports Hub
- Digital Twin
- Digital Vision Trainer
- ESI@Fitness
- Match data-based performance indicators in professional football
- miLife
- Performance Analysis in Team Sports
- VR Amblyopia Trainer
- VR – Oculomotor Test System
2025
- Engel L., Müller J., Rendon EJF., Dorschky E., Krauß D., Ullmann I., Eskofier B., Vossiek M.:
Advanced Millimeter Wave Radar-Based Human Pose Estimation Enabled by a Deep Learning Neural Network Trained With Optical Motion Capture Ground Truth Data
In: IEEE Journal of Microwaves (2025), p. 1-15
ISSN: 2692-8388
DOI: 10.1109/JMW.2025.3535525
BibTeX: Download
2024
- Güttes M., Lucio M., Skornia A., Rühl E., Steußloff F., Zott J., Mardin C., Mehringer W., Ganslmayer M., Michelson G., Hohberger B.:
A case-control study of reaction time deficits in a 3D virtual reality in patients with Post-COVID syndrome
In: Scientific Reports 14 (2024), Article No.: 27204
ISSN: 2045-2322
DOI: 10.1038/s41598-024-76827-7
BibTeX: Download - Kögel J., Huerta S., Gambietz M., Ullrich M., Heyde C., Dorschky E., Eskofier B.:
Clustering Runners’ Response to Different Midsole Stack Heights: A Field Study
In: Sensors 24 (2024), Article No.: 4694
ISSN: 1424-8220
DOI: 10.3390/s24144694
BibTeX: Download - Lennartz R., Khassetarash A., R. Nigg S., Eskofier B., Nigg BM.:
Neural network and layer-wise relevance propagation reveal how ice hockey protective equipment restricts players’ motion
In: PLoS ONE 19 (2024), p. e0312268
ISSN: 1932-6203
DOI: 10.1371/journal.pone.0312268
BibTeX: Download - Lennartz R., Stöve M., Talar K., Kumarampulakkal N., Dorschky E., Witte M., Eskofier B.:
The Influence of Gamification on Motivation and Cardiac Variables in Soccer
29th Annual Congress of the European College of Sport Science (Glasgow, Scotland, UK, 2. July 2024 - 5. July 2024)
In: Book of Abstracts of the 29th Annual Congress of the European College of Sport Science 2024
URL: https://www.ecss.mobi/DATA/CONGRESSES/GLASGOW_2024/DOCUMENTS/2024_BOA_Web.pdf
BibTeX: Download - Lüer L., Peters IM., Smith AS., Dorschky E., Eskofier B., Liers-Bergmann F., Franke J., Sjarov M., Brossog M., Guldi DM., Maier A., Brabec C.:
A digital twin to overcome long-time challenges in photovoltaics
In: Joule 8 (2024), p. 1-17
ISSN: 2542-4351
DOI: 10.1016/j.joule.2023.12.010
BibTeX: Download - Müller J., Krauß D., Engel L., Vossiek M., Eskofier B., Dorschky E.:
End-to-End Learning for Human Pose Estimation from Raw Millimeter Wave Radar Data
Asilomar Conference on Signals, Systems, and Computers
BibTeX: Download - Nitschke M., Dorschky E., Leyendecker S., Eskofier B., Koelewijn A.:
Estimating 3D kinematics and kinetics from virtual inertial sensor data through musculoskeletal movement simulations
In: Frontiers in Bioengineering and Biotechnology 12 (2024)
ISSN: 2296-4185
DOI: 10.3389/fbioe.2024.1285845
BibTeX: Download - Seifer AK., Kuderle A., Dorschky E., Moradi H., Hannemann R., Eskofier B.:
Step Length and Gait Speed Estimation using A Hearing Aid Integrated Accelerometer: A Comparison of Different Algorithms
In: IEEE Journal of Biomedical and Health Informatics (2024)
ISSN: 2168-2194
DOI: 10.1109/JBHI.2024.3454824
BibTeX: Download - Van Hooren B., Lennartz R., Cox M., Hoitz F., Plasqui G., Meijer K.:
Differences in running technique between runners with better and poorer running economy and lower and higher milage: An artificial neural network approach
In: Scandinavian journal of medicine & science in sports 34 (2024)
ISSN: 0905-7188
DOI: 10.1111/sms.14605
BibTeX: Download - Zürl M., Stoll P., Brehm I., Sueskind J., Raab R., Petermann J., Zanca D., Simon R., von Fersen L., Eskofier B.:
Automated long-term monitoring of stereotypical movement in polar bears under human care using machine learning
In: Ecological Informatics (2024), p. 102840
ISSN: 1574-9541
DOI: 10.1016/j.ecoinf.2024.102840
BibTeX: Download
2023
- Bachhuber S., Lehmann D., Dorschky E., Koelewijn A., Seel T., Weygers I.:
Plug-and-Play Sparse Inertial Motion Tracking With Sim-to-Real Transfer
In: IEEE Sensors Letters 7 (2023), Article No.: 7004904
ISSN: 2475-1472
DOI: 10.1109/LSENS.2023.3307122
BibTeX: Download - Dorschky E.:
Optimal Control and Machine Learning in Biomechanics: Hybrid Models for Inertial Sensor-based Gait Analysis and Virtual Footwear Testing (Dissertation, 2023)
URL: https://opus4.kobv.de/opus4-fau/frontdoor/index/index/docId/21325
BibTeX: Download - Dorschky E., Camomilla V., Davis J., Federolf P., Reenalda J., Koelewijn A.:
Perspective on “in the wild” movement analysis using machine learning
In: Human Movement Science 87 (2023), Article No.: 103042
ISSN: 0167-9457
DOI: 10.1016/j.humov.2022.103042
BibTeX: Download - Lennartz R., Khassetarash A., Spyrou E., Hallihan A., Eskofier B., Nigg B.:
The Influence of Protective Equipment on Performance in Ice Hockey
XXIX Conference of the International Society of Biomechanics (ISB) (Fukuoka, 30. July 2023 - 3. August 2023)
In: ISB Program & Abstract Book 2023
URL: https://263c08f5a9.clvaw-cdnwnd.com/8878d3cf4a2a08b86932691d02722bb8/200000434-f2bb0f2bb3/ISB_JSB2023 Program - Abstract Book.pdf?ph=263c08f5a9
BibTeX: Download - Mehringer W., Stöve M., Krauß D., Ring M., Steussloff F., Güttes M., Zott J., Hohberger B., Michelson G., Eskofier B.:
Author Correction: Virtual reality for assessing stereopsis performance and eye characteristics in Post-COVID (Scientific Reports, (2023), 13, 1, (13167), 10.1038/s41598-023-40263-w)
In: Scientific Reports 13 (2023), Article No.: 16307
ISSN: 2045-2322
DOI: 10.1038/s41598-023-43373-7
BibTeX: Download - Mehringer W., Stöve M., Krauß D., Ring M., Steussloff F., Güttes M., Zott J., Hohberger B., Michelson G., Eskofier B.:
Virtual reality for assessing stereopsis performance and eye characteristics in Post-COVID
In: Scientific Reports 13 (2023), p. 13167-
ISSN: 2045-2322
DOI: 10.1038/s41598-023-40263-w
BibTeX: Download - Braun R, Lensch PA, Ludwig N:
Glacier Movement Prediction with Attention-based Recurrent Neural Networks and Satellite Data
NeurIPS 2023 Workshop on Tackling Climate Change with Machine Learning: Blending New and Existing Knowledge Systems (New Orleans, 10. December 2023 - 16. December 2023)
BibTeX: Download - Ringgold V., Mehringer W., Eskofier B., Rohleder N.:
Stroop, Stress, and VR: Developing the Virtual Reality Stroop Room
Würtual Reality XR Meeting (Würzburg, 11. April 2023 - 13. April 2023)
BibTeX: Download - Seifer AK., Dorschky E., Küderle A., Moradi H., Hannemann R., Eskofier B.:
EarGait: Estimation of Temporal Gait Parameters from Hearing Aid Integrated Inertial Sensors
In: Sensors 23 (2023), Article No.: 6565
ISSN: 1424-8220
DOI: 10.3390/s23146565
URL: https://www.mdpi.com/1424-8220/23/14/6565
BibTeX: Download
2022
- Küderle A., Roth N., Zlatanovic J., Zrenner M., Eskofier B., Kluge F.:
The placement of foot-mounted IMU sensors does affect the accuracy of spatial parameters during regular walking
In: PLoS ONE 17 (2022)
ISSN: 1932-6203
DOI: 10.1371/journal.pone.0269567
BibTeX: Download - Link J., Perst T., Stöve M., Eskofier B.:
Wearable Sensors for Activity Recognition in Ultimate Frisbee Using Convolutional Neural Networks and Transfer Learning
In: Sensors 22 (2022), p. 2560
ISSN: 1424-8220
DOI: 10.3390/s22072560
BibTeX: Download - Link J., Schwinn L., Pulsmeyer F., Kautz T., Eskofier B.:
xLength: Predicting Expected Ski Jump Length Shortly after Take-Off Using Deep Learning
In: Sensors 22 (2022), Article No.: 8474
ISSN: 1424-8220
DOI: 10.3390/s22218474
BibTeX: Download - Mehringer W., Wirth M., Roth D., Michelson G., Eskofier B.:
Stereopsis Only: Validation of a Monocular Depth Cues Reduced Gamified Virtual Reality with Reaction Time Measurement
In: IEEE Transactions on Visualization and Computer Graphics (2022)
ISSN: 1077-2626
DOI: 10.1109/TVCG.2022.3150486
BibTeX: Download - Nitschke M., Mayer M., Dorschky E., Koelewijn A.:
How many sensors are enough? Trajectory optimization using sparse inertial sensor sets
9th World Congress of Biomechanics 2022 Taipei (Taipei, 10. July 2022 - 14. July 2022)
URL: https://www.youtube.com/watch?v=TznVCgK4DF0
BibTeX: Download - Ollenschläger M., Küderle A., Mehringer W., Seifer AK., Winkler J., Gaßner H., Eskofier B., Kluge F.:
MaD GUI: An Open-Source Python Package for Annotation and Analysis of Time-Series Data
In: Sensors 22 (2022)
ISSN: 1424-8220
DOI: 10.3390/s22155849
BibTeX: Download - Poimann D., Eckhardt H., Cibis T., Wirth M.:
The extreme environments of elite sports
In: Tobias Cibis, Carolyn McGregor (ed.): Engineering and Medicine in Extreme Environments, Cham: Springer, 2022
ISBN: 9783030969219
DOI: 10.1007/978-3-030-96921-9_13
BibTeX: Download - Stöve M., Wirth M., Farlock R., Antunovic A., Müller V., Eskofier B.:
Eye Tracking-Based Stress Classification of Athletes in Virtual Reality
In: Proceedings of the ACM on Computer Graphics and Interactive Techniques 5 (2022), p. 1-17
ISSN: 2577-6193
DOI: 10.1145/3530796
BibTeX: Download - Weber N., Lennartz R., Knitza J., Bayat S., Sadeghi M., Ibrahim A., Karatastan C., Sudhakar A., Ramzezanzadegan N., Kahali S., Mirzayev A., Schuster L., Schett G., Eskofier B., Kleyer A.:
AB1528-HPR FULL BODY HAPTIC BODYSUIT - AN INSTRUMENT TO MEASURE THE RANGE AND SPEED OF MOTION IN PATIENTS WITH AXIAL SPONDYLOARTHRITIS (axSpA) - PRELIMINARY RESULTS
In: Annals of the Rheumatic Diseases 81 (2022), p. 1866.2-1867
ISSN: 0003-4967
DOI: 10.1136/annrheumdis-2022-eular.3069
BibTeX: Download - Wirth M., Mehringer W., Gradl S., Eskofier B.:
Extended Realities (XRs): How Immersive Technologies Influence Assessment and Training for Extreme Environments
In: Tobias Cibis, Dr. Carolyn McGregor AM (ed.): Engineering and Medicine in Extreme Environments, Cham: Springer, 2022, p. 309-335
ISBN: 978-3-030-96921-9
DOI: 10.1007/978-3-030-96921-9_14
URL: https://link.springer.com/chapter/10.1007/978-3-030-96921-9_14
BibTeX: Download - Zrenner M., Stöve M., Franklin S., Kumar B., Jensen U., Eskofier B.:
Data-Driven Optimization of Sensor Placement for Pressure Insoles Using Particle Swarm Optimization
In: Proceedings of the 9th International Performance Analysis Workshop and Conference & 5th IACSS Conference, Springer, Cham, 2022, p. 160-164
ISBN: 9783030993320
DOI: 10.1007/978-3-030-99333-7_27
BibTeX: Download - Zürl M., Stoll P., Brehm I., Raab R., Zanca D., Kabri S., Happold J., Nille H., Prechtel K., Wünsch S., Krause M., Seegerer S., von Fersen L., Eskofier B.:
Automated Video-Based Analysis Framework for Behavior Monitoring of Individual Animals in Zoos Using Deep Learning—A Study on Polar Bears
In: Animals 12 (2022), p. 692
ISSN: 2076-2615
DOI: 10.3390/ani12060692
BibTeX: Download
2021
- Dorschky E., Nitschke M., van den Bogert AJ., Koelewijn A., Eskofier B.:
Machine Learning from Biomechanical SimulaIons for an "in the Wild" Movement Analysis
6th International Congress on Complex Systems in Sports (ICCSS) (Mainz, Germany, 15. September 2021 - 17. September 2021)
BibTeX: Download - Dörflinger L., Nissen M., Jäger K., Wirth M., Titzmann A., Pontones C., Fasching P., Beckmann M., Gradl S., Eskofier B.:
Digital Maternity Records: Motivation, Acceptance, Requirements, Usability and Prototype Evaluation of an Interface for Physicians and Midwives
MuC '21: Mensch und Computer 2021 (Ingolstadt, 5. September 2021 - 8. September 2021)
In: Mensch und Computer 2021 2021
DOI: 10.1145/3473856.3473994
BibTeX: Download - Link J., Guillaume S., Eskofier B.:
Experimental validation of real-time ski jumping tracking system based on wearable sensors
In: Sensors 21 (2021), Article No.: 7780
ISSN: 1424-8220
DOI: 10.3390/s21237780
URL: https://www.mdpi.com/1424-8220/21/23/7780
BibTeX: Download - Mehringer W., Wirth M., Risch F., Roth D., Michelson G., Michelson G., Eskofier B.:
Hess Screen Revised: How Eye Tracking and Virtual Reality change Strabismus Assessment
2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (, 1. November 2021 - 5. November 2021)
In: IEEE (ed.): 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) 2021
DOI: 10.1109/EMBC46164.2021.9631002
URL: https://ieeexplore.ieee.org/document/9631002
BibTeX: Download - Nitschke M., Dorschky E., Eskofier B., Koelewijn A., van den Bogert AJ.:
Trajectory Optimization of a 3D Musculoskeletal Model with Inertial Sensors
XXVIII Congress of the International Society of Biomechanics (ISB) (Online, 25. July 2021 - 29. July 2021)
URL: https://www.mad.tf.fau.de/files/2021/07/nitschke_isb_2021_abstract.pdf
BibTeX: Download - Nitschke M., Luckfiel T., Schlarb H., Dorschky E., Koelewijn A.:
Prediction of the effect of midsole stiffness and energy return using trajectory optimisation
15th biennial Footwear Biomechanics Symposium (Online, 21. July 2021 - 23. July 2021)
In: Footwear Science 2021
DOI: 10.1080/19424280.2021.1917684
URL: https://www.mad.tf.fau.de/files/2023/05/FBS_2021_SoftvsEnergy_Submission_AOM_Declaration.pdf
BibTeX: Download - Stöve M., Schuldhaus D., Gamp A., Zwick C., Eskofier B.:
From the Laboratory to the Field: IMU-Based Shot and Pass Detection in Football Training and Game Scenarios Using Deep Learning
In: Sensors 21 (2021), p. 3071
ISSN: 1424-8220
DOI: 10.3390/s21093071
BibTeX: Download - Wirth M., Gradl S., Prosinger G., Kluge F., Roth D., Eskofier B.:
The impact of avatar appearance, perspective and context on gait variability and user experience in virtual reality
28th IEEE Conference on Virtual Reality and 3D User Interfaces, VR 2021 (Virtual, Lisboa, PRT, 27. March 2021 - 3. April 2021)
In: Proceedings - 2021 IEEE Conference on Virtual Reality and 3D User Interfaces, VR 2021 2021
DOI: 10.1109/VR50410.2021.00055
BibTeX: Download - Wirth M., Kohl S., Gradl S., Farlock R., Roth D., Eskofier B.:
Assessing visual exploratory activity of athletes in virtual reality using head motion characteristics
In: Sensors 21 (2021), Article No.: 3728
ISSN: 1424-8220
DOI: 10.3390/s21113728
BibTeX: Download - Zrenner M., Heyde C., Duemler B., Dykman S., Roecker K., Eskofier B.:
Retrospective Analysis of Training and Its Response in Marathon Finishers Based on Fitness App Data
In: Frontiers in Physiology 12 (2021), Article No.: 669884
ISSN: 1664-042X
DOI: 10.3389/fphys.2021.669884
BibTeX: Download
2020
- Dorschky E., Nitschke M., Martindale C., van den Bogert AJ., Koelewijn A., Eskofier B.:
CNN-Based Estimation of Sagittal Plane Walking and Running Biomechanics From Measured and Simulated Inertial Sensor Data
In: Frontiers in Bioengineering and Biotechnology 8 (2020), p. 1-14
ISSN: 2296-4185
DOI: 10.3389/fbioe.2020.00604
BibTeX: Download - Dumbach P., Aly A., Zrenner M., Eskofier B.:
Exploration of Process Mining Opportunities In Educational Software Engineering - The GitLab Analyser
13th International Conference on Educational Data Mining (Ifrane, Morocco (Fully Virtual Conference), 10. July 2020 - 13. July 2020)
In: Anna N. Rafferty, Jacob Whitehill, Cristobal Romero, Violetta Cavalli-Sforza (ed.): Proceedings of the 13th International Conference on Educational Data Mining 2020
Open Access: https://educationaldatamining.org/files/conferences/EDM2020/papers/paper_239.pdf
URL: https://educationaldatamining.org/files/conferences/EDM2020/EDM2020Proceedings.pdf
BibTeX: Download - Köferl F., Link J., Eskofier B.:
Application of SORT on Multi-Object Tracking and Segmentation
Conference on Computer Vision and Pattern Recognition; 5th BMTT MOTChallenge Workshop: Multi-Object Tracking and Segmentation (Seattle, WA, USA (Virtual), 19. June 2020 - 19. June 2020)
URL: https://motchallenge.net/workshops/bmtt2020/papers/Application_and_Adaptations_of_SORT_on_MOTS20.pdf
BibTeX: Download
(Working Paper) - Mehringer W., Wirth M., Gradl S., Durner L., Ring M., Laudanski AF., Eskofier B., Michelson G.:
An Image-Based Method for Measuring Strabismus in Virtual Reality
2020 IEEE International Symposium on Mixed and Augmented Reality (ISMAR) (Recife, 9. November 2020 - 13. November 2020)
In: IEEE (ed.): 2020 IEEE International Symposium on Mixed and Augmented Reality Adjunct (ISMAR-Adjunct) 2020
DOI: 10.1109/ISMAR-Adjunct51615.2020.00018
BibTeX: Download - Nitschke M., Dorschky E., Heinrich D., Schlarb H., Eskofier B., Koelewijn A., van den Bogert AJ.:
Efficient trajectory optimization for curved running using a 3D musculoskeletal model with implicit dynamics
In: Scientific Reports (2020), Article No.: 17655
ISSN: 2045-2322
DOI: 10.1038/s41598-020-73856-w
URL: https://www.nature.com/articles/s41598-020-73856-w
BibTeX: Download - Rüthlein M., Köferl F., Mehringer W., Eskofier B.:
Interactive Segmentation of RGB-D Indoor Scenes using Deep Learning
International Conference on Machine Learning; 2nd ICML 2020 Workshop on Human in the Loop Learning (Virtual Conference, 18. July 2020 - 18. July 2020)
BibTeX: Download
(Conference report) - Wirth M., Gradl S., Mehringer W., Kulpa R., Rupprecht H., Poimann D., Laudanski AF., Eskofier B.:
Assessing Personality Traits of Team Athletes in Virtual Reality
2020 IEEE Conference on Virtual Reality and 3D User Interfaces, VRW 2020 (Atlanta, GA, 22. March 2020 - 26. March 2020)
In: Proceedings - 2020 IEEE Conference on Virtual Reality and 3D User Interfaces, VRW 2020 2020
DOI: 10.1109/VRW50115.2020.00024
BibTeX: Download - Zrenner M., Küderle A., Roth N., Jensen U., Dümler B., Eskofier B.:
Does the Position of Foot-Mounted IMU Sensors Influence the Accuracy of Spatio-Temporal Parameters in Endurance Running?
In: Sensors 20 (2020), Article No.: 5705
ISSN: 1424-8220
DOI: 10.3390/s20195705
BibTeX: Download
2019
- Aubreville M., Stöve M., Oetter N., Goncalves M., Knipfer C., Neumann H., Bohr C., Stelzle F., Maier A.:
Deep learning-based detection of motion artifacts in probe-based confocal laser endomicroscopy images.
In: International Journal of Computer Assisted Radiology and Surgery 14 (2019), p. 31-42
ISSN: 1861-6410
DOI: 10.1007/s11548-018-1836-1
BibTeX: Download - Dorschky E., Krüger D., Kurfess N., Schlarb H., Wartzack S., Eskofier B., van den Bogert AJ.:
Optimal control simulation predicts effects of midsole materials on energy cost of running
In: Computer Methods in Biomechanics and Biomedical Engineering (2019)
ISSN: 1025-5842
DOI: 10.1080/10255842.2019.1601179
URL: https://www.mad.tf.fau.de/files/2019/08/201904_CMBBE_Dorschky.pdf
BibTeX: Download - Dorschky E., Nitschke M., Seifer AK., van den Bogert AJ., Eskofier B.:
Estimation of Gait Kinematics and Kinetics from Inertial Sensor Data Using Optimal Control of Musculoskeletal Models
In: Journal of Biomechanics (2019)
ISSN: 0021-9290
DOI: 10.1016/j.jbiomech.2019.07.022
URL: https://www.mad.tf.fau.de/files/2019/08/201908_JBiomech_Dorschky.pdf
BibTeX: Download - Feigl T., Roth D., Gradl S., Wirth M., Latoschik ME., Eskofier B., Philippsen M., Mutschler C.:
Sick Moves! Motion Parameters as Indicators of Simulator Sickness
In: IEEE Transactions on Visualization and Computer Graphics 25 (2019), p. 3146-3157
ISSN: 1077-2626
DOI: 10.1109/TVCG.2019.2932224
URL: https://ieeexplore.ieee.org/document/8798880
BibTeX: Download - Gradl S., Wirth M., Richer R., Rohleder N., Eskofier B.:
An Overview of the Feasibility of Permanent, Real-Time, Unobtrusive Stress Measurement with Current Wearables
EAI International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth '19) (Trento, 20. May 2019 - 23. May 2019)
DOI: 10.1145/3329189.3329233
URL: https://www.mad.tf.fau.de/files/2019/05/Gradl-Wirth-2019-PervasiveHealth-StressMeasurementOverview.pdf
BibTeX: Download - Kara DD., Ring M., Mehringer W., Eskofier B., Hennig F., Michelson G.:
Detection of Mild Traumatic Brain Injury by a Virtual Reality System
Annual Meeting of the Association-for-Research-in-Vision-and-Ophthalmology (ARVO) (Vancouver, CANADA, 28. April 2019 - 2. May 2019)
In: INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, ROCKVILLE: 2019
BibTeX: Download - Klein J., Zrenner M., Dümler B., Eskofier B.:
Development of Algorithms for Computing Knee Stability Parameters Using a Sensor Equipped Knee Sleeve
ORTHO – Kongress der Master, Orthopädie 4.0 (Weiden, 26. June 2019 - 26. June 2019)
BibTeX: Download - Michelson G., Kutzner B., Mehringer W., Paulus J., Ring M., Eskofier B.:
Dichoptic Binocular Vision Training Improved Stereo Vision in Top Athletes
Annual Meeting of the Association-for-Research-in-Vision-and-Ophthalmology (ARVO) (Vancouver, 28. April 2019 - 2. May 2019)
In: INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, ROCKVILLE: 2019
BibTeX: Download - Nitschke M., Dorschky E., Schlarb H., Eskofier B., van den Bogert AJ., Koelewijn A.:
Turning a corner in predictive musculoskeletal simulations of gait using implicit dynamics
Dynamic Walking 2019 (Canmore, Alberta, 3. June 2019 - 6. June 2019)
In: 14th Annual Dynamic Walking Conference 2019 2019
URL: https://www.mad.tf.fau.de/files/2019/05/Nitschke_Dynamic_Walking.pdf
BibTeX: Download - Poguntke R., Wirth M., Gradl S.:
Same same but different: Exploring the effects of the stroop color word test in virtual reality
17th IFIP TC13 International Conference on Human-Computer Interaction, INTERACT 2019 (Paphos, 2. September 2019 - 6. September 2019)
In: David Lamas, Fernando Loizides, Lennart Nacke, Helen Petrie, Marco Winckler, Panayiotis Zaphiris (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2019
DOI: 10.1007/978-3-030-29384-0_42
BibTeX: Download - Zrenner M., Feldner C., Jensen U., Richer R., Roth N., Eskofier B.:
Evaluation of foot kinematics during endurance running on different surfaces in real-world environments
DOI: 10.1007/978-3-030-35048-2_13
BibTeX: Download
2018
- Gradl S., Wirth M., Zillig T., Eskofier B.:
Visualization of heart activity in virtual reality: A biofeedback application using wearable sensors
15th IEEE International Conference on Wearable and Implantable Body Sensor Networks, BSN 2018
DOI: 10.1109/BSN.2018.8329681
BibTeX: Download - Koelewijn A., Dorschky E., van den Bogert AJ.:
A metabolic energy expenditure model with a continuous first derivative and its application to predictive simulations of gait
In: Computer Methods in Biomechanics and Biomedical Engineering 21 (2018), p. 521 - 531
ISSN: 1025-5842
DOI: 10.1080/10255842.2018.1490954
BibTeX: Download - Maier J., Aichert A., Mehringer W., Bier B., Eskofier B., Levenston M., Gold G., Fahrig R., Bonaretti S., Maier A.:
Feasibility of Motion Compensation using Inertial Measurement in C-arm CT
2018 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC) (Sydney, 10. November 2018 - 17. November 2018)
In: Conference Record of the 2017 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC) 2018
DOI: 10.1109/nssmic.2018.8824463
BibTeX: Download - Maurer M., Kautz T., Schlenzig A., Hiemann A., Zrenner M., Eskofier B.:
Classification of Match Phases in Handball
12. Symposium der Sektion Sportinformatik und Sporttechnologie der Deutschen Vereinigung für Sportwissenschaft (dvs) (München, 5. September 2018 - 7. September 2018)
BibTeX: Download - Maurer M., Zrenner M., Reynolds D., Dümler B., Eskofier B.:
Sleeve Based Knee Angle Calculation for Rehabilitation
2018 IEEE 15th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (Las Vegas, Nevada, 4. March 2018 - 7. March 2018)
In: IEEE (ed.): Proceedings of the 2018 IEEE 15th International Conference on Wearable and Implantable Body Sensor Networks (BSN) 2018
DOI: 10.1109/bsn.2018.8329644
BibTeX: Download - Nitschke M., Dorschky E., Seifer AK., Schlarb H., van den Bogert AJ., Eskofier B.:
Optimal Control Simulation of a 2D Biomechanical Model for Sensor-Based Gait Analysis
Summer School "Humans in Motion" (Heidelberg, 23. September 2018 - 28. September 2018)
URL: https://www.mad.tf.fau.de/files/2018/10/2018_09_18_Nitschke_HumansInMotion.pdf
BibTeX: Download - Stöve M., Aubreville M., Oetter N., Knipfer C., Neumann H., Stelzle F., Maier A.:
Motion Artifact Detection in Confocal Laser Endomicroscopy Images
Bildverarbeitung für die Medizin 2018 (Erlangen, Germany, 11. March 2018 - 13. March 2018)
In: Bildverarbeitung für die Medizin 2018. Informatik aktuell., Berlin, Heidelberg: 2018
DOI: 10.1007/978-3-662-56537-7_85
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Stoeve18-MAD.pdf
BibTeX: Download - Stöve M., Eskofier B.:
Last length estimation in football
Spinfortec 2018 (Garching b. München, 6. September 2018 - 7. September 2018)
In: Sportinformatik XII 2018
BibTeX: Download - Wirth M., Gradl S., Poimann D., Richer R., Ottmann J., Eskofier B.:
Exploring the Feasibility of EMG Based Interaction for Assessing Cognitive Capacity in Virtual Reality
40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2018 (Honolulu, HI, USA, 18. July 2018 - 21. July 2018)
In: Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2018
DOI: 10.1109/EMBC.2018.8513213
BibTeX: Download - Wirth M., Gradl S., Poimann D., Schaefke H., Matlok S., Koerger H., Eskofier B.:
Assessment of Perceptual-Cognitive Abilities among Athletes in Virtual Environments: Exploring Interaction Concepts for Soccer Players
ACM SIGCHI Conference on Designing Interactive Systems 2018 (Hong Kong, 9. June 2018 - 13. June 2018)
In: ACM New York, NY, USA ©2018 (ed.): Proceedings of the 2018 Designing Interactive Systems Conference, New York: 2018
DOI: 10.1145/3196709.3196780
URL: https://dl.acm.org/citation.cfm?doid=3196709.3196780
BibTeX: Download - Wirth M., Gradl S., Sembdner J., Kuhrt S., Eskofier B.:
Evaluation of Interaction Techniques for a Virtual Reality Reading Room in Diagnostic Radiology
31st Annual ACM Symposium on User Interface Software and Technology (UIST) (Berlin, 14. October 2018 - 17. October 2018)
In: UIST 2018: PROCEEDINGS OF THE 31ST ANNUAL ACM SYMPOSIUM ON USER INTERFACE SOFTWARE AND TECHNOLOGY, NEW YORK: 2018
DOI: 10.1145/3242587.3242636
BibTeX: Download - Zrenner M., Gradl S., Jensen U., Ullrich M., Eskofier B.:
Comparison of Different Algorithms for Calculating Velocity and Stride Length in Running Using Inertial Measurement Units
In: Sensors 18 (2018), Article No.: 4194
ISSN: 1424-8220
DOI: 10.3390/s18124194
BibTeX: Download - Zrenner M., Ullrich M., Zobel P., Jensen U., Laser F., Groh B., Dümler B., Eskofier B.:
Kinematic parameter evaluation for the purpose of a wearable running shoe recommendation
Body Sensor Networks Conference (BSN) (Las Vegas, 4. March 2018 - 7. March 2018)
In: IEEE (ed.): Proceedings of the 15th IEEE International Conference on Wearable and Implantable Body Sensor Networks (BSN) 2018
DOI: 10.1109/bsn.2018.8329670
BibTeX: Download
2017
- Gradl S., Cibis T., Lauber J., Richer R., Rybalko R., Pfeiffer N., Leutheuser H., Wirth M., von Tscharner V., Eskofier B.:
Wearable Current-Based ECG Monitoring System with Non-Insulated Electrodes for Underwater Application
In: Applied Sciences 7 (2017), Article No.: 1277
ISSN: 2076-3417
DOI: 10.3390/app7121277
BibTeX: Download
2016
- Dorschky E., Kurfess N., Krüger D., Schlarb H., Eskofier B., van den Bogert AJ.:
Predicting the Effects of Midsole Materials on Running Using Optimal Control Simulation
Dynamic Walking 2016 (Holly, Michigan, 4. June 2016 - 7. June 2016)
BibTeX: Download - Groh B., Flaschka J., Wirth M., Kautz T., Fleckenstein M., Eskofier B.:
Wearable Real-Time Skateboard Trick Visualization and Its Community Perception
In: IEEE Computer Graphics and Applications 36 (2016), p. 12 - 18
ISSN: 0272-1716
DOI: 10.1109/MCG.2016.95
BibTeX: Download - Martindale C., Wirth M., Schneegas S., Zrenner M., Groh B., Blank P., Schuldhaus D., Kautz T., Eskofier B.:
Workshop on wearables for sports
2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing (Heidelberg, 12. September 2016 - 16. September 2016)
In: 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing 2016
DOI: 10.1145/2968219.2968583
BibTeX: Download - Reymann M., Dorschky E., Groh B., Martindale C., Blank P., Eskofier B.:
Blood glucose level prediction based on support vector regression using mobile platforms
38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (Orlando, Florida, USA, 16. August 2016 - 19. August 2016)
In: 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 2016
DOI: 10.1109/EMBC.2016.7591358
URL: https://www.mad.tf.fau.de/files/2017/06/2016-Reymann-EMBC-BGL.pdf
BibTeX: Download - Richer R., Groh B., Blank P., Dorschky E., Martindale C., Klucken J., Eskofier B.:
Unobtrusive Real-time Heart Rate Variability Analysis for the Detection of Orthostatic Dysregulation
2016 IEEE 13th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (San Francisco, CA, 14. June 2016 - 17. June 2016)
In: IEEE (ed.): 2016 IEEE 13th International Conference on Wearable and Implantable Body Sensor Networks (BSN) 2016
DOI: 10.1109/BSN.2016.7516257
URL: https://www.mad.tf.fau.de/files/2017/06/2016-Richer-BSN-URH.pdf
BibTeX: Download - Saffoury R., Blank P., Seßner J., Groh B., Martindale C., Dorschky E., Franke J., Eskofier B.:
Blind Path Obstacle Detector using Smartphone Camera and Line Laser Emitter
International Conference on Technology and Innovation in Sports, Health and Wellbeing (TISHW) (Vila Real, Portugal, 1. December 2016 - 3. December 2016)
DOI: 10.1109/TISHW.2016.7847770
URL: https://www.mad.tf.fau.de/files/2017/06/2016-Saffoury-BPO.pdf
BibTeX: Download - Velloso E., Wirth M., Weichel C., Esteves A., Gellersen H.:
AmbiGaze: Direct Control of Ambient Devices by Gaze
The 2016 ACM Conference on Designing Interactive Systems (Brisbane, 4. June 2016 - 8. June 2016)
In: ACM New York (ed.): Proceedings of the 2016 ACM Conference on Designing Interactive Systems, New York: 2016
DOI: 10.1145/2901790.2901867
URL: http://dl.acm.org/citation.cfm?doid=2901790.2901867
BibTeX: Download - Zhou B., Wirth M., Koerger H., Zwick C., Martindale C., Cruz H., Eskofier B., Lukowicz P.:
Smart soccer shoe: monitoring foot-ball interaction with shoe integrated textile pressure sensor matrix
The 20th International Conference on Symposium on Wearable Computers (Heidelberg, 14. September 2016 - 16. September 2016)
In: The 20th International Conference on Symposium on Wearable Computers 2016
DOI: 10.1145/2971763.2971784
BibTeX: Download
2015
- Dorschky E., Schuldhaus D., Koerger H., Eskofier B.:
A framework for early event detection for wearable systems
International Symposium on Wearable Computers (Osaka)
In: Proceedings of the 2015 ACM International Symposium on Wearable Computers 2015
BibTeX: Download - Dorschky E., van den Bogert AJ., Schlarb H., Eskofier B.:
Predictive Musculoskeletal Simulation of Uphill and Downhill Running
20th Annual Congress of the European College of Sport Science (Malmö - Schweden, 24. June 2015 - 27. June 2015)
In: Book of Abstracts of the 20th Annual Congress of the European College of Sport Science 2015
BibTeX: Download - Schuldhaus D., Zwick C., Koerger H., Dorschky E., Kirk R., Eskofier B.:
Inertial Sensor-Based Approach for Shot/Pass Classification During a Soccer Match
KDD Workshop on Large-Scale Sports Analytics 2015 (Sydney, 10. August 2015 - 13. August 2015)
In: SIGKDD (ed.): 21st ACM SIGKDD Conference on Knowledge Discovery and Data Mining 2015
BibTeX: Download - Tantinger D., Zrenner M., Lang N., Leutheuser H., Eskofier B., Weigand C., Struck M.:
Human Authentication Implemented for Mobile Applications Based on ECG-Data Acquired from Sensorized Garments
Computing in Cardiology (Nice, France, 6. September 2015 - 9. September 2015)
In: Computing in Cardiology 2015 2015
BibTeX: Download - Velloso E., Oechsner C., Sachmann K., Wirth M., Gellersen H.:
Arcade+: A Platform for Public Deployment and Evaluation of Multi-Modal Games
CHI PLAY 2015 (London, 3. October 2015 - 7. October 2015)
In: ACM New York, NY, USA (ed.): CHI PLAY '15 Proceedings of the 2015 Annual Symposium on Computer-Human Interaction in Play, New York: 2015
DOI: 10.1145/2793107.2793145
URL: http://dl.acm.org/citation.cfm?doid=2793107.2793145
BibTeX: Download