Team > Prof. Dr.-Ing. Heike Leutheuser
Prof. Dr.-Ing. Heike Leutheuser
Faculty of Mathematics, Physics & Computer Science
Chair of Machine Learning in Medicine
Research Field
- Time series analysis for longitudinal health data
- Machine learning for wearable health monitoring
- Event detection algorithms
Academic CV
- 10/2024 – Current Full professor for Machine Learning in Medicine
University of Bayreuth - 2022 – 2024 Research group leader
Digital Health – Biosignals Group Machine Learning and Data Analytics (MaD) Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany - 2022 – 2023 Postdoctoral research fellow
Medical Data Science group ETH Zurich, Switzerland - 2021 – 2022 Coordinator
Collaborative Research Centre (CRC) 1483 EmpkinS integrated Research Training Group (iRTG), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany - 2017 – 2022 Managing science director
Central Institute of Medical Engineering (ZiMT), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany - 2019 PhD in Computer Science
Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany - 2011 – 2017 Doctoral candidate
MaD Lab and Pattern Recognition Lab, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany - 2016 Research stay
Stanford University, US Department of Orthopaedic Surgery and the Mobilize Center - 2011 Diplom in Physics (Dipl.-Phys. equivalent MSc.)Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany
Awards
- 11/2019 Best Female Young ScientistYearly award conferred by the Women’s Representatives of the Faculty of Engineering Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU)
- 06/2016 First Prize at IEEE EMB Icehouse Challenge
Hosted by the MIT Lincoln Laboratory to create the future of wearable tactical support systems - 06/2015 Best Poster Award at the IEEE Body Sensor Networks Conference
One of four awards from over 150 submissions. - 06/2014 Participation at the 64th Lindau Nobel Laureate Meeting
Only 600 highly qualified young researchers are given the opportunity to meet and interact with Nobel laureates.
Research Projects
- Please visit the lab’s project overview
Supervised Student Theses/Projects
- SS 2025, Paula Hummel: Machine learning-based prediction of the due date in singleton pregnancies (Bachelor thesis)
- SS 2025, András Bidló: Exploring Diffusion Models for Synthetic Non-Invasive fetal ECG Signal Generation (Large Master Project)
Faculty of Mathematics, Physics & Computer Science
Chair of Machine Learning in Medicine
Publications
2026
Hübner, Hanna; Seitz, Katharina; Leutheuser, Heike
KI beim Mammakarzinom
in Geburtshilfe und Frauenheilkunde volume 86 (2026) issue 1. - page 25-29
doi:10.1055/a-2725-1493 ...
2025
Yip, Julia B.; Griesshammer, Stefan; Leutheuser, Heike; Richer, Robert; Lu, Hui; Koelpin, Alexander; Eskofier, Bjoern M.; Ostgathe, Christoph; Steigleder, Tobias
Continuous-Wave Radar and Motion-Derived Biomarkers for Non-Contact Vital Status Classification ...
in IEEE Journal of Biomedical and Health Informatics (2025)
doi:10.1109/JBHI.2025.3599365 ...
Jaeger, Katharina M.; Nissen, Michael; Leutheuser, Heike; Danzberger, Nina; Titzmann, Adriana; Pontones, Constanza A.; Goossens, Chloë; Ziegler, Philipp; Uhrig, Sabrina; Haeberle, Lothar; Bleher, Hannah; Kast, Kristina; Kornhuber, Johannes; Schoeffski, Oliver; Braun, Matthias; Fasching, Peter A.; Beckmann, Matthias W.; Eskofier, Bjoern M.; Huebner, Hanna
Adherence to digital pregnancy care : lessons learned from the SMART start feasibility study
in npj Digital Medicine volume 8 (2025)
doi:10.1038/s41746-025-01966-8 ...
Pontones, Constanza; Titzmann, Adriana; Langbein, M.; Danzberger, Nina; Böckler, I.; Goossens, Chloë; Häberle, Lothar; Eskofier, Bjoern M.; Leutheuser, Heike; Schneider, Michael O.; Beckmann, Matthias W.; Fasching, Peter A.; Huebner, Hanna
Feasibility, Acceptance and Quality of Remote Self-Guided Mobile Ultrasound in Prenatal Care : ...
in Ultraschall in der Medizin = European Journal of Ultrasound volume 46 (2025) issue S 01
doi:10.1055/s-0045-1812261 ...
Krauss, Daniel; Richer, Robert; Küderle, Arne; Jukic, Jelena; German, Alexander; Leutheuser, Heike; Regensburger, Martin; Winkler, Jürgen; Eskofier, Bjoern M.
Incorporating respiratory signals for machine learning-based multimodal sleep stage classificat ...
in Sleep volume 48 (2025) issue 9
doi:10.1093/sleep/zsaf091 ...
Neuwieser, Hannah; Jami, Naga Venkata Sai Jitin; Meier, Robert Johannes; Liebsch, Gregor; Felthaus, Oliver; Klein, Silvan; Schreml, Stephan; Berneburg, Mark; Prantl, Lukas; Leutheuser, Heike; Kempa, Sally
Interpreting Venous and Arterial Ulcer Images Through the Grad-CAM Lens: Insights and Implicati ...
in Diagnostics volume 15 (2025) issue 17
doi:10.3390/diagnostics15172184 ...
Baumeister, Elena; Jaeger, Katharina M.; Nissen, Michael; Eskofier, Bjoern M.; Leutheuser, Heike
Non-Invasive Fetal ECG Standardization : Assessing the Influence of Electrode Configurations an ...
2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) : Proceedings
Piscataway, NJ : IEEE, 2025
doi:10.1109/EMBC58623.2025.11254444 ...
Flaucher, Madeleine; Berzins, Sabrina; Jäger, Katharina M.; Nissen, Michael; Rolny, Jana; Trißler, Patricia; Eckl, Sebastian; Eskofier, Björn M.; Leutheuser, Heike
Perception and Evaluation of a Knowledge Transfer Concept in a Digital Health Application for P ...
in JMIR Human Factors volume 12 (2025)
doi:10.2196/56798 ...
2024
Moradi, Hamid; Flaucher, Madeleine; Ott, Tabea; Ringgold, Veronika; Eskofier, Björn; Leutheuser, Heike
Can HCI Lead the Way? Workshop on Exploring Conscious AI
Mensch und Computer 2024 : Workshopband
Karlsruhe : Gesellschaft für Informatik e.V., 2024
https://dl.gi.de/bitstreams/7b45c50e-4ad8-48b3-b02 ...
Flaucher, Madeleine; Pruemer, Florian; Jaeger, Katharina Maria; Rolny, Jana; Trissler, Patricia; Eckl, Sebastian; Eskofier, Bjoern M.; Leutheuser, Heike
Motivational Factors for Experienced Users of Mobile Health Applications in Heart Failure Manag ...
Adjunct Proceedings of the 13th Nordic Conference on Human-Computer Interaction (NordiCHI'24)
New York, NY : Association for Computing Machinery, 2024
doi:10.1145/3677045.3685447 ...
Leutheuser, Heike; Bartholet, Marc; Marx, Alexander; Pfister, Marc; Burckhardt, Marie-Anne; Bachmann, Sara; Vogt, Julia E.
Nocturnal Hypoglycemia Prediction in Diabetic Children Participating in a Sports Day Camp : Fir ...
ICLR 2024 Workshop on Learning from Time Series For Health
Los Angeles, America , 2024
https://openreview.net/pdf?id=Ll9wIIkeEp
Jaeger, Katharina M.; Nissen, Michael; Rahm, Simone; Titzmann, Adriana; Fasching, Peter A.; Beilner, Janina; Eskofier, Bjoern M.; Leutheuser, Heike
Power-MF: robust fetal QRS detection from non-invasive fetal electrocardiogram recordings
in Physiological Measurement volume 45 (2024) issue 5
doi:10.1088/1361-6579/ad4952 ...
Leutheuser, Heike; Bartholet, Marc; Marx, Alexander; Pfister, Marc; Burckhardt, Marie-Anne; Bachmann, Sara; Vogt, Julia E.
Predicting risk for nocturnal hypoglycemia after physical activity in children with type 1 diab ...
in Frontiers in Medicine volume 11 (2024)
doi:10.3389/fmed.2024.1439218 ...
Nissen, Michael; Huang, Shih-Yuan; Jäger, Katharina M.; Flaucher, Madeleine; Titzmann, Adriana; Bleher, Hannah; Pontones, Constanza A.; Huebner, Hanna; Danzberger, Nina; Fasching, Peter A.; Eskofier, Bjoern M.; Leutheuser, Heike
Smartphone pregnancy apps: systematic analysis of features, scientific guidance, commercializat ...
in BMC Pregnancy and Childbirth volume 24 (2024)
doi:10.1186/s12884-024-06959-1 ...
Jaeger, Katharina M.; Nissen, Michael; Flaucher, Madeleine; Graf, Luisa; Joanidopoulos, Joana; Anneken, Lars; Huebner, Hanna; Goossens, Chloë; Titzmann, Adriana; Pontones, Constanza; Fasching, Peter A.; Beckmann, Matthias W.; Eskofier, Bjoern M.; Leutheuser, Heike
Systematic Comparison of ECG Delineation Algorithm Performance on Smartwatch Data
in IEEE Access volume 12 (2024) . - page 160794-160804
doi:10.1109/ACCESS.2024.3487013 ...
2023
Marx, Alexander; Di Stefano, Francesco; Leutheuser, Heike; Chin-Cheong, Kieran; Pfister, Marc; Burckhardt, Marie-Anne; Bachmann, Sara; Vogt, Julia E.
Blood glucose forecasting from temporal and static information in children with T1D
in Frontiers in Pediatrics volume 11 (2023)
doi:10.3389/fped.2023.1296904 ...
Flaucher, Madeleine; Zakreuskaya, Anastasiya; Nissen, Michael; Mocker, Alexander; Fasching, Peter A.; Beckmann, Matthias W.; Eskofier, Björn M.; Leutheuser, Heike
Evaluating the Effectiveness of Mobile Health in Breast Cancer Care : A Systematic Review
in The Oncologist volume 28 (2023) issue 10. - page e847-e858
doi:10.1093/oncolo/oyad217 ...
Gabler, Elisabeth; Nissen, Michael; Altstidl, Thomas R.; Titzmann, Adriana; Packhäuser, Kai; Maier, Andreas; Fasching, Peter A.; Eskofier, Björn M.; Leutheuser, Heike
Fetal re-identification in multiple pregnancy ultrasound images using deep learning
45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) : proceedings
Piscataway, NJ : IEEE, 2023
doi:10.1109/EMBC40787.2023.10340336 ...
Nissen, Michael; Barrios Campo, Nuria; Flaucher, Madeleine; Jaeger, Katharina M.; Titzmann, Adriana; Blunck, Dominik; Fasching, Peter A.; Engelhardt, Victoria; Eskofier, Björn M.; Leutheuser, Heike
Prevalence and course of pregnancy symptoms using self-reported pregnancy app symptom tracker d ...
in npj Digital Medicine volume 6 (2023) issue 1
doi:10.1038/s41746-023-00935-3 ...
Nissen, Michael; Perez, Carlos A.; Jaeger, Katharina M.; Bleher, Hannah; Flaucher, Madeleine; Huebner, Hanna; Danzberger, Nina; Titzmann, Adriana; Pontones, Constanza A.; Fasching, Peter A.; Beckmann, Matthias W.; Eskofier, Björn M.; Leutheuser, Heike
Usability and perception of a wearable-integrated digital maternity record app in Germany : use ...
in JMIR Pediatrics and Parenting volume 6 (2023)
doi:10.2196/50765 ...
Nissen, Michael; Flaucher, Madeleine; Jaeger, Katharina M.; Huebner, Hanna; Danzberger, Nina; Titzmann, Adriana; Pontones, Constanza A.; Fasching, Peter A.; Eskofier, Björn M.; Leutheuser, Heike
WebPPG: Feasibility and usability of self-performed, browser-based smartphone photoplethysmogra ...
45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) : proceedings
Piscataway, NJ : IEEE, 2023
doi:10.1109/EMBC40787.2023.10340204 ...
Flaucher, Madeleine; Zakreuskaya, Anastasiya; Jaeger, Katharina; Richer, Robert; Smeddinck, Jan David; Kumar, Devender; Grimme, Sophie; Klein, Julia; Hrynyschyn, Robert; Eskofier, Bjoern; Leutheuser, Heike
Your Health, Your Data: Combining Interdisciplinary Views, Concepts, and Practices to Empower P ...
Mensch und Computer 2023 : Workshopband
Rapperswil , 2023
doi:10.18420/muc2023-mci-ws14-117 ...
2022
Kushioka, Junichi; Sun, Ruopeng; Zhang, Wei; Muaremi, Amir; Leutheuser, Heike; Odonkor, Charles A.; Smuck, Matthew
Gait variability to phenotype common orthopedic gait impairments using wearable sensors
in Sensors volume 22 (2022) issue 23
doi:10.3390/s22239301 ...
Jaeger, Katharina M.; Nissen, Michael; Richer, Robert; Rahm, Simone; Titzmann, Adriana; Fasching, Peter A.; Eskofier, Björn M.; Leutheuser, Heike
Machine learning-based detection of in-utero fetal presentation from non-invasive fetal ECG
2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI) : proceedings
Piscataway, NJ : IEEE, 2022. - page 01-04
doi:10.1109/BHI56158.2022.9926804 ...
2021
Odonkor, Charles A.; Taraben, Salam; Tomkins-Lane, Christy; Zhang, Wei; Muaremi, Amir; Leutheuser, Heike; Sun, Ruopeng; Smuck, Matthew
Examining the association between self-reported estimates of function and objective measures of ...
in Archives of Rehabilitation Research and Clinical Translation volume 3 (2021) issue 3
doi:10.1016/j.arrct.2021.100147 ...
2020
Odonkor, Charles; Kuwabara, Anne; Tomkins-Lane, Christy; Zhang, Wei; Muaremi, Amir; Leutheuser, Heike; Sun, Ruopeng; Smuck, Matthew
Gait features for discriminating between mobility-limiting musculoskeletal disorders : Lumbar s ...
in Gait & Posture volume 80 (2020) . - page 96-100
doi:10.1016/j.gaitpost.2020.05.019 ...
2019
Leutheuser, Heike
Wearable computing applications in eHealth
Erlangen : FAU University Press, 2019. - xvi, 235 page . - (FAU Studien aus der Informatik; 9)
doi:10.25593/978-3-96147-261-1 ...
2018
Tobola, Andreas; Leutheuser, Heike; Pollak, Markus; Spies, Peter; Hofmann, Christian; Weigand, Christian; Eskofier, Björn M.; Fischer, Georg
Self-powered multiparameter health sensor
in IEEE Journal of Biomedical and Health Informatics volume 22 (2018) issue 1. - page 15-22
doi:10.1109/JBHI.2017.2708041 ...
2017
Zheng, Patricia Z.; Muaremi, Amir; Leutheuser, Heike; Norden, Justin; Sinha, Aman; Eskofier, Björn M.; Smuck, Matthew
Poster 109: Discriminating physical performance phenotypes of patients with chronic low back pa ...
in PM&R volume 9 (2017) issue 9S1. - page 169
doi:10.1016/j.pmrj.2017.08.056 ...
Leutheuser, Heike; Heyde, Christian; Roecker, Kai; Gollhofer, Albert; Eskofier, Björn M.
Reference-free adjustment of respiratory inductance plethysmography for measurements during phy ...
in IEEE Transactions on Biomedical Engineering volume 64 (2017) issue 12. - page 2836-2846
doi:10.1109/TBME.2017.2675941 ...
Leutheuser, Heike; Lang, Nadine R.; Gradl, Stefan; Struck, Matthias; Tobola, Andreas; Hofmann, Christian; Anneken, Lars; Eskofier, Björn M.
Textile integrated wearable technologies for sports and medical applications
Smart textiles : fundamentals, design, and interaction
Cham : Springer, 2017. - page 359-382 . - (Human–Computer Interaction Series)
doi:10.1007/978-3-319-50124-6_16 ...
Gradl, Stefan; Cibis, Tobias; Lauber, Jasmine; Richer, Robert; Rybalko, Ruslan; Pfeiffer, Norman; Leutheuser, Heike; Wirth, Markus; von Tscharner, Vinzenz; Eskofier, Björn M.
Wearable current-based ECG monitoring system with non-insulated electrodes for underwater appli ...
in Applied Sciences volume 7 (2017) issue 12
doi:10.3390/app7121277 ...
2016
Tobola, Andreas; Leutheuser, Heike; Schmitz, Björn; Hofmann, Christian; Struck, Matthias; Weigand, Christian; Eskofier, Björn M.; Fischer, Georg
Battery runtime optimization toolbox for wearable biomedical sensors
2016 IEEE 13th International Conference on Wearable and Implantable Body Sensor Networks (BSN) : proceedings
Piscataway, NJ : IEEE, 2016. - page 199-204
doi:10.1109/BSN.2016.7516259 ...
Leutheuser, Heike; Gradl, Stefan; Anneken, Lars; Arnold, Martin; Lang, Nadine; Achenbach, Stephan; Eskofier, Björn M.
Instantaneous P- and T-wave detection : Assessment of three ECG fiducial points detection algor ...
2016 IEEE 13th International Conference on Wearable and Implantable Body Sensor Networks (BSN) : proceedings
Piscataway, NJ : IEEE, 2016. - page 329-334
doi:10.1109/BSN.2016.7516283 ...
Wasza, Jakob; Fischer, Peter; Leutheuser, Heike; Oefner, Tobias; Bert, Christoph; Maier, Andreas; Hornegger, Joachim
Real-time respiratory motion analysis using 4-D shape priors
in IEEE Transactions on Biomedical Engineering volume 63 (2016) issue 3. - page 485-495
doi:10.1109/TBME.2015.2463769 ...
2015
Leutheuser, Heike; Gradl, Stefan; Eskofier, Björn M.; Tobola, Andreas; Lang, Nadine; Anneken, Lars; Arnold, Martin; Achenbach, Stephan
Arrhythmia classification using RR intervals : Improvement with sinusoidal regression feature
2015 IEEE 12th International Conference on Wearable and Implantable Body Sensor Networks (BSN) : proceedings
Piscataway, NJ : IEEE, 2015. - page 1-5
doi:10.1109/BSN.2015.7299371 ...
Full, Katharina; Leutheuser, Heike; Schlessman, Jason; Armitage, Roger; Eskofier, Björn M.
Comparative study on classifying gait with a single trunk-mounted inertial-magnetic measurement ...
2015 IEEE 12th International Conference on Wearable and Implantable Body Sensor Networks (BSN) : proceedings
Piscataway, NJ : IEEE, 2015. - page 1-6
doi:10.1109/BSN.2015.7299375 ...
Lang, Nadine R.; Brischwein, Matthias; Hasslmeyer, Erik; Tantinger, Daniel; Feilner, Sven; Heinrich, Axel; Leutheuser, Heike; Gradl, Stefan; Weigand, Christian; Eskofier, Björn M.; Struck, Matthias
Filter and processing method to improve R-peak detection for ECG data with motion artefacts fro ...
2015 Computing in Cardiology Conference (CinC)
Piscataway, NJ : IEEE, 2015. - page 917-920
doi:10.1109/CIC.2015.7411061 ...
Tantinger, Daniel; Zrenner, Markus; Lang, Nadine R.; Leutheuser, Heike; Eskofier, Björn M.; Weigand, Christian; Struck, Matthias
Human authentication implemented for mobile applications based on ECG-data acquired from sensor ...
2015 Computing in Cardiology Conference (CinC)
Piscataway, NJ : IEEE, 2015. - page 417-420
doi:10.1109/CIC.2015.7408675 ...
Tobola, Andreas; Streit, Franz J.; Espig, Chris; Korpok, Oliver; Sauter, Christian; Lang, Nadine; Schmitz, Björn; Hofmann, Christian; Struck, Matthias; Weigand, Christian; Leutheuser, Heike; Eskofier, Björn M.; Fischer, Georg
Sampling rate impact on energy consumption of biomedical signal processing systems
2015 IEEE 12th International Conference on Wearable and Implantable Body Sensor Networks (BSN) : proceedings
Piscataway, NJ : IEEE, 2015. - page 1-6
doi:10.1109/BSN.2015.7299392 ...
Tobola, Andreas; Espig, Chris; Streit, Franz J.; Korpok, Oliver; Schmitz, Björn; Hofmann, Christian; Struck, Matthias; Weigand, Christian; Leutheuser, Heike; Eskofier, Björn M.; Fischer, Georg
Scalable ECG hardware and algorithms for extended runtime of wearable sensors
2015 IEEE International Symposium on Medical Measurements and Applications (MeMeA) : Proceedings
Piscataway, NJ : IEEE, 2015. - page 255-260
doi:10.1109/MeMeA.2015.7145209 ...
Gradl, Stefan; Leutheuser, Heike; Elgendi, Mohamed; Lang, Nadine; Eskofier, Björn M.
Temporal correction of detected R-peaks in ECG signals : A crucial step to improve QRS detectio ...
2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) : proceedings
Piscataway, NJ : IEEE, 2015. - page 522-525
doi:10.1109/EMBC.2015.7318414 ...
Mullan, Patrick; Kanzler, Christoph M.; Lorch, Benedikt; Schroeder, Lea; Winkler, Ludwig; Laich, Larissa; Riedel, Frederik; Richer, Robert; Luckner, Christoph; Leutheuser, Heike; Eskofier, Björn M.; Pasluosta, Cristian
Unobtrusive heart rate estimation during physical exercise using photoplethysmographic and acce ...
2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) : proceedings
Piscataway, NJ : IEEE, 2015. - page 6114-6117
doi:10.1109/EMBC.2015.7319787 ...
Heldberg, Beeke E.; Kautz, Thomas; Leutheuser, Heike; Hopfengärtner, Rüdiger; Kasper, Burkhard S.; Eskofier, Björn M.
Using wearable sensors for semiology-independent seizure detection : towards ambulatory monitor ...
2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) : proceedings
Piscataway, NJ : IEEE, 2015. - page 5593-5596
doi:10.1109/EMBC.2015.7319660 ...
Jensen, Ulf; Leutheuser, Heike; Hofmann, Steffen; Schuepferling, Benno; Suttner, Gerald; Seiler, Kristin; Kornhuber, Johannes; Eskofier, Björn M.
A wearable real-time activity tracker
in Biomedical Engineering Letters volume 5 (2015) issue 2. - page 147-157
doi:10.1007/s13534-015-0184-0 ...
Cibis, Tobias; Groh, Benjamin H.; Gatermann, Heike; Leutheuser, Heike; Eskofier, Björn M.
Wearable real-time ECG monitoring with emergency alert system for scuba diving
2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) : proceedings
Piscataway, NJ : IEEE, 2015. - page 6074-6077
doi:10.1109/EMBC.2015.7319777 ...
2014
Schuldhaus, D.; Dorn, S.; Leutheuser, Heike; Tallner, A.; Klucken, J.; Eskofier, Björn M.
An adaptable inertial sensor fusion-based approach for energy expenditure estimation
The 15th International Conference on Biomedical Engineering (ICBME)
Cham : Springer, 2014. - page 124-127 . - (IFMBE Proceedings; 43)
doi:10.1007/978-3-319-02913-9_32 ...
Leutheuser, Heike; Gottschalk, Tristan; Anneken, Lars; Struck, Matthias; Heuberger, Albert; Arnold, Martin; Achenbach, Stephan; Eskofier, Björn M.
Automatic ECG arrhythmia detection in real-time on Android-based mobile devices
Proceedings of International Conference on Mobile and Information Technologies in Medicine and Health
Czech, Prague , 2014
Leutheuser, Heike; Heyde, Christian; Gollhofer, Albert; Eskofier, Björn M.
Comparison of a priori calibration models for respiratory inductance plethysmography during run ...
36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) : proceedings
Piscataway, NJ : IEEE, 2014. - page 6393-6396
doi:10.1109/EMBC.2014.6945091 ...
Leutheuser, Heike; Gradl, Stefan; Kugler, Patrick; Anneken, Lars; Arnold, Martin; Achenbach, Stephan; Eskofier, Björn M.
Comparison of real-time classification systems for arrhythmia detection on Android-based mobile ...
36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) : proceedings
Piscataway, NJ : IEEE, 2014. - page 2690-2693
doi:10.1109/EMBC.2014.6944177 ...
Gabsteiger, Florian; Leutheuser, Heike; Reis, Pedro; Lochmann, Matthias; Eskofier, Björn M.
ICA-based reduction of electromyogenic artifacts in EEG data : Comparison with and without EMG ...
36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) : proceedings
Piscataway, NJ : IEEE, 2014. - page 3861-3864
doi:10.1109/EMBC.2014.6944466 ...
Leutheuser, Heike; Doelfel, Sina; Schuldhaus, Dominik; Reinfelder, Samuel; Eskofier, Björn M.
Performance comparison of two step segmentation algorithms using different step activities
2014 11th International Conference on Wearable and Implantable Body Sensor Networks (BSN) : proceedings
Piscataway, NJ : IEEE, 2014. - page 143-148
doi:10.1109/BSN.2014.37 ...
Heyde, Christian; Leutheuser, Heike; Eskofier, Björn M.; Roecker, Kai; Gollhofer, Albert
Respiratory inductance plethysmography : a rationale for validity during exercise
in Medicine & Science in Sports & Exercise volume 46 (2014) issue 3. - page 488-495
doi:10.1249/mss.0000000000000130 ...
Gabsteiger, Florian; Leutheuser, Heike; Reis, Pedro; Lochmann, Matthias; Eskofier, Björn M.
SVM for semi-automatic selection of ICA components of electromyogenic artifacts in EEG data
The 15th International Conference on Biomedical Engineering (ICBME)
Cham : Springer, 2014. - page 132-135 . - (IFMBE Proceedings; 43)
doi:10.1007/978-3-319-02913-9_34 ...
Tobola, Andreas; Korpok, Oliver; Leutheuser, Heike; Schmitz, Björn; Hofmann, Christian; Struck, Matthias; Weigand, Christian; Eskofier, Björn M.; Heuberger, Albert; Fischer, Georg
System design impacts on battery runtime of wearable medical sensors
Proceedings of International Conference on Mobile and Information Technologies in Medicine and Health
Czech, Prague , 2014. - page 1-4
Schuldhaus, Dominik; Leutheuser, Heike; Eskofier, Björn M.
Towards big data for activity recognition : a novel database fusion strategy
Proceedings of the 9th International Conference on Body Area Networks (BodyNets)
Brussels, Belgium : ICST, 2014. - page 97-103
doi:10.4108/icst.bodynets.2014.256946 ...
2013
Schuldhaus, Dominik; Leutheuser, Heike; Eskofier, Björn M.
Classification of daily life activities by decision level fusion of inertial sensor data
Proceedings of the 8th International Conference on Body Area Networks : BodyNets '13
Brussels, Belgium : Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, 2013. - page 77-82
doi:10.4108/icst.bodynets.2013.253534 ...
Leutheuser, Heike; Gabsteiger, Florian; Hebenstreit, Felix; Reis, Pedro; Lochmann, Matthias; Eskofier, Björn M.
Comparison of the AMICA and the InfoMax algorithm for the reduction of electromyogenic artifact ...
35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) : proceedings
Piscataway, NJ : IEEE, 2013. - page 6804-6807
doi:10.1109/EMBC.2013.6611119 ...
Leutheuser, Heike; Eskofier, Björn M.
Heart rate variability during physical exercise
in International Journal of Computer Science in Sport volume 12 (2013) issue 1. - page 61-68
Leutheuser, Heike; Schuldhaus, Dominik; Eskofier, Björn M.
Hierarchical, multi-sensor based classification of daily life activities : Comparison with stat ...
in PLoS One volume 8 (2013) issue 10
doi:10.1371/journal.pone.0075196 ...
Traxdorf, Maximilian; Gradl, Stefan; Angerer, Florian; Iro, Heinrich; Leutheuser, Heike; Eskofier, Björn M.; Lauten, Juliane; Kugler, Patrick
Schlafstadienbestimmung mit Hilfe bewegungsbasierter Sensortechnologie
Proceedings of the 84th Annual Meeting of the German Society of Oto-Rhino-Laryngology, Head and Neck Surgery
Düsseldorf : German Medical Science GMS Publishing House, 2013. - page 158
doi:10.3205/13hnod723 ...
Gradl, Stefan; Leutheuser, Heike; Kugler, Patrick; Biermann, Teresa; Kreil, Sebastian; Kornhuber, Johannes; Bergner, Matthias; Eskofier, Björn M.
Somnography using unobtrusive motion sensors and Android-based mobile phones
35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) : proceedings
Piscataway, NJ : IEEE, 2013. - page 1182-1185
doi:10.1109/EMBC.2013.6609717 ...
2012
Schuldhaus, Dominik; Leutheuser, Heike; Eskofier, Björn M.
Automatic classification of sport exercises for training support
Sportinformatik 2012 : Beiträge
Konstanz , 2012. - page 214-219
Leutheuser, Heike; Eskofier, Björn M.
Heart rate variability during physical exercise
Sportinformatik 2012 : Beiträge
Konstanz , 2012. - page 14-20
2011
Leutheuser, Heike; Schaffer, Thorsten; Hensel, Bernhard; Weigand, Christian; Schüttler, Jürgen; Jeleazcov, Christian
Quantitative analysis of the cardiorespiratory system during paced respiration
Proceedings of the 7th Russian-Bavarian Conference on Biomedical Engineering (RBC)
Erlangen , 2011. - page 9-10
Faculty of Mathematics, Physics & Computer Science
Chair of Machine Learning in Medicine
Prof. Dr.-Ing. Heike Leutheuser
Head of Group
Room: 1.2.27
Office Hours: Thursday 10:00 - 11:00 either in 1.2.27 or virtually (please get in touch with Prof. Dr.-Ing. Leutheuser by email beforehand)
Nürnberger Str. 38
95448 Bayreuth,
Deutschland
Phone: +49 (0) 921 / 55-4748
E-mail: heike.leutheuser@uni-bayreuth.de
Google Scholar: https://scholar.google.com/citations?user=j6qc5YEAAAAJ&hl