Label Leakage in Federated Inertial-based Human Activity Recognition
Marius Bock, Kristof Van Laerhoven, Michael Moeller
Published in Preprint, 2025
[arxiv] [github] [bibtex]
Publications
2025
DeepConvContext: A Multi-Scale Approach to Timeseries Classification in Human Activity Recognition
Marius Bock, Michael Moeller, Kristof Van Laerhoven
Published in Preprint, 2025
[arxiv] [github] [bibtex]
2024
Basketball Shooting Performance Analysis Using Multi-Modal Wearable and Mobile Sensing in Semi-Naturalistic Settings
Sixuan Wu, Alexander Hoelzemann, Marius Bock, Kristof Van Laerhoven, Thomas Ploetz, Alexander T. Adams
Published in IEEE 20th International Conference on Body Sensor Networks (BSN), 2024
[pdf] [bibtex]
WEAR: An Outdoor Sports Dataset for Wearable and Egocentric Activity Recognition
Marius Bock, Hilde Kuehne, Kristof Van Laerhoven, Michael Moeller
Published in ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2024
[pdf] [arxiv] [github] [bibtex]
Temporal Action Localization for Inertial-based Human Activity Recognition
Marius Bock, Michael Moeller, Kristof Van Laerhoven
Published in ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2024
[pdf] [arxiv] [github] [bibtex]
Weak-Annotation of HAR Datasets using Vision Foundation Models
Marius Bock, Kristof Van Laerhoven, Michael Moeller
Published in ACM International Symposium on Wearable Computers, 2024
[pdf] [arxiv] [github] [bibtex]
Evaluation of Video-Assisted Annotation of Human IMU Data Across Expertise, Datasets, and Tools
Alexander Hoelzemann, Marius Bock, Kristof Van Laerhoven
Published in IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, 2024
[pdf] [github] [bibtex]
2023
A Data-Driven Study on the Hawthorne Effect in Sensor-Based Human Activity Recognition
Alexander Hoelzemann, Marius Bock, Ericka Andrea Valladares Bastiias, Salma El Ouazzani Touhami, Kenza Nassiri, Kristof Van Laerhoven
Published in ACM International Joint Conference on Pervasive and Ubiquitous Computing and the ACM International Symposium on Wearable Computing, 2023
[pdf] [github] [bibtex]
Hang-Time HAR: A Benchmark Dataset for Basketball Activity Recognition using Wrist-worn Inertial Sensors
Alexander Hoelzemann, Julia Lee Romero, Marius Bock, Kristof Van Laerhoven, Qin Lv
Published in MDPI Sensors, 2023
[pdf] [arxiv] [github] [bibtex]
2022
Investigating (Re)current State-of-the-art in Human Activity Recognition Datasets
Marius Bock, Alexander Hoelzemann, Michael Moeller, Kristof Van Laerhoven
Published in Frontiers in Computer Science, 2022
[pdf] [github] [bibtex]
A Public Repository to Improve Replicability and Collaboration in Deep Learning for HAR
Lloyd Pellatt, Marius Bock, Daniel Roggen, Kristof Van Laerhoven
Published in IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, 2022
[pdf] [github] [video] [bibtex]
2021
Tutorial on Deep Learning for Human Activity Recognition
Marius Bock, Alexander Hoelzemann, Michael Moeller, Kristof Van Laerhoven
Published in ACM International Joint Conference on Pervasive and Ubiquitous Computing and the ACM International Symposium on Wearable Computing, 2021
[pdf] [arxiv] [github] [bibtex]
