Publications
Preprints
Petersen, Ferrante, Ganz, Feragen
Are demographically invariant models and representations in medical imaging fair?
[arxiv]
Journal publications
2024
Jonkman, et al.
Analysis and applications of respiratory surface EMG: report of a round table meeting
Critical Care, vol. 28, issue 1
[Link]
2023
Petersen, Holm, Ganz, Feragen
The path toward equal performance in medical machine learning
Patterns, vol. 4, issue 7, 100790, 2023
[Link]
2022
Petersen, Potdevin, Mohammadi, Zidowitz, Breyer, Nowotka, Henn, Pechmann, Leucker, Rostalski, Herzog
Responsible and Regulatory Conform Machine Learning for Medicine: A Survey of Challenges and Solutions
IEEE Access, vol. 10, pp. 58375-58418, 2022
[Link]
Graßhoff, Petersen, Walterspacher, Rostalski
Model-based Estimation of Inspiratory Effort using Surface EMG
IEEE Transactions on Biomedical Engineering
[Link]
Sauer, Streppel, Carbon, Petersen, Rostalski
Blind source separation of inspiration and expiration in respiratory sEMG signals
Physiological Measurement
[Link] [Accepted Manuscript]
Koo-Poeggel, Neuwerk, Petersen, Graßhoff, Mölle, Martinetz, Marshall
Closed-loop acoustic stimulation during an afternoon nap to modulate subsequent encoding
Journal of Sleep Research
[Link]
Oltmann, Petersen, Kusche, Rostalski
Investigation of an Acceleration Pipeline for Single Fiber Action Potential Simulation
Current Directions in Biomedical Engineering
[Link]
2021
Graßhoff, Petersen, Farquharson, Kustermann, Kabitz, Rostalski, Walterspacher
Surface EMG-based quantification of inspiratory effort: a quantitative comparison with Pes
Critical Care, vol. 25, no. 441, 2021
[Link]
2020
Petersen, Sauer, Graßhoff, Rostalski
Removing Cardiac Artifacts From Single-Channel Respiratory Electromyograms
IEEE Access, vol. 8, pp. 30905-30917, 2020
[Link] [Associated toolbox] [Reproducible code capsule]
2019
Herzog, Petersen, Rostalski
Iterative Approximate Nonlinear Inference via Gaussian Message Passing on Factor Graphs
IEEE Control Systems Letters, no. 3, 2019
[Link] [Associated toolbox]
Petersen, Rostalski
A Comprehensive Mathematical Model of Motor Unit Pool Organization, Surface Electromyography and Force Generation
frontiers in Physiology, 2019
[Link] [Associated toolbox]
2017
Petersen, Buchner, Eger, Rostalski
Convolutive blind source separation of surface EMG measurements of the respiratory muscles
Biomedical Engineering/Biomedizinische Technik, no. 62, pp. 171-181, 2017
[Link]
Conference publications
2024
Weng, Pegios, Petersen, Feragen, Bigdeli
Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation
ECCV 2024 (Spotlight)
[Proceedings] [arxiv] [Project page] [Code 1] [Code 2]
Olesen, Weng, Feragen, Petersen
Slicing Through Bias: Explaining Performance Gaps in Medical Image Analysis Using Slice Discovery Methods
FAIMI Workshop @ MICCAI 2024
[Proceedings] [arxiv] [Code]
2023
Petersen, Ganz, Holm, Feragen
On (assessing) the fairness of risk score models
FAccT 2023
[Proceedings] [arxiv] [Code]
Zepf, Petersen, Frellsen, Feragen
That Label’s got Style: Handling Label Style Bias for Uncertain Image Segmentation
ICLR 2023
[Paper]
Weng, Bigdeli, Petersen, Feragen
Are Sex-based Physiological Differences the Cause of Gender Bias for Chest X-ray Diagnosis?
FAIMI Workshop @ MICCAI 2023
[Proceedings] [arxiv] [Code]
Pegios, et al.
Leveraging Shape and Spatial Information for Spontaneous Preterm Birth Prediction
ASMUS Workshop @ MICCAI 2023
[Proceedings]
2022
Petersen, Feragen, da Costa Zemsch, Henriksen, Wiese Christensen, Ganz
Feature robustness and sex differences in medical imaging: a case study in MRI-based Alzheimer’s disease detection
MICCAI 2022
[arxiv] [Proceedings] [Code]
2020
Petersen, Graßhoff, Eger, Rostalski
Surface EMG-based Estimation of Breathing Effort for Neurally Adjusted Ventilation Control
Proceedings of the 21st IFAC World Congress, 2020
[Link]
2019
Graßhoff, Petersen, Becher, Rostalski
Automatic Estimation of Respiratory Effort using Esophageal Pressure
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 4646-4649, 2019
[Link]
2018
Olbrich, Petersen, Hoffmann, Rostalski
Sparse Estimation for the Assessment of Muscular Activity based on sEMG Measurements
Proceedings of the 18th IFAC Symposium on System Identification (SysID), Stockholm, 2018
[Link]
Petersen, Hoffmann, Rostalski
On Approximate Nonlinear Gaussian Message Passing on Factor Graphs
Proceedings of the IEEE Statistical Signal Processing Workshop, Freiburg, 2018
[Publisher link] [arxiv link]
2017
Hoffmann, Petersen, Handzsuj,Bellani, Rostalski
A Factor Graph-Based Change Point Detection Algorithm With an Application to sEMG-Onset and Activity Detection
Proceedings of the Annual Conference of the German Society for Biomedical Engineering (DGBMT), no. 62, pp. 116-120, 2017
Graßhoff, Petersen, Eger, Bellani, Rostalski
A Template Subtraction Method for the Removal of Cardiogenic Oscillations on Esophageal Pressure Signals
Proceedings of the 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017
[Link]
2016
Buchner, Petersen, Eger, Rostalski
Convolutive blind source separation on surface EMG signals for respiratory diagnostics and medical ventilation control
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 3626-3629, 2016
[Link] [Arxiv link]
Petersen
A Mathematical Model of Surface Electromyographic Measurements
Proceedings of the Workshop Biosignal Processing, Germany, 2016
Commentaries
Holm, Petersen, Ganz, Feragen
Bias in context: What to do when complete bias removal is not an option
Proceedings of the National Academy of Sciences (PNAS), 2023
[Link]
Book reviews
Petersen
Book Review: Is AI Good for the Planet? (Benedetta Brevini)
Prometheus, 2022
[Official link] [Current version]
There are, unfortunately, some editing mistakes in the version published by the journal. Please prefer the version published on this website (“current version”) over the journal version.
Conference abstracts
2020
Multusch, Petersen
A mathematical model for the respiratory central pattern generator
Workshop ‘Automation in Medicine’ (Automatisiering in der Medizintechnik, AUTOMED), Lübeck, 2020
2018
Petersen, Rostalski
Static Nonlinear Transformation of Excitation Model Input as an Alternative to Feedback Control in EMG-Force Models
Congress of the International Society for Electrophysiology and Kinesiology (ISEK), Dublin, 2018
Petersen, Rostalski
Mathematical Analysis of a Model of Intracellular Action Potential Generation
Congress of the International Society for Electrophysiology and Kinesiology (ISEK), Dublin, 2018
Petersen, Kahl, Rostalski
Electromyography as a tool for personalized rehabilitation
Annual Conference of the German Society for Biomedical Engineering (DGBMT), Aachen, 2018
Theses
Model-based Probabilistic Inference for Monitoring Respiratory Effort using the Surface Electromyogram
Ph.D. thesis, University of Lübeck, 2022
[Link]
Integrative Mathematical Modelling and Simulation of Surface Electromyographic Measurements
M.Sc. thesis, University of Hamburg, 2015
Patient Airway Pressure Determination in Medical Ventilators using Transmission Line Theory
B.Sc. thesis, Technical University of Hamburg, 2012
Patent applications
Eger, Rostalski, Petersen, Graßhoff Process and signal processing unit for determining a pneumatic parameter with the use of a lung-mechanical model and of a gradient model
DE102020133460A1 / US20210205561A1, 2020
Eger, Petersen, Graßhoff, Rostalski
Method and signal processing unit for determining the respiratory activity of a patient
DE112020000233A5 / WO2021052791A1, 2019
Eger, Kahl, Rostalski, Petersen
Apparatus, method, and computer program for influencing the respiration of a person
DE112020000114A5 / WO2020188069A1, 2019
Eger, Rostalski, Petersen, Graßhoff
Method and signal processing unit for determining the respiratory activity of a patient
DE102019007717B3 / WO2021089215A1, 2019
Kahl, Petersen, Graßhoff, Rostalski Method and device for determining a respiratory or cardiogenic signal
DE112020000232A5 / WO2021063601A1, 2019
Code
See here.