Researcher
Benjamin Filtjens
- Disciplines:Health informatics, Computer vision, Rehabilitation engineering
Affiliations
- Dynamical Systems, Signal Processing and Data Analytics (STADIUS) (Division)
Member
From1 Aug 2020 → Today - Manufacturing Processes and Systems (MaPS) (Division)
Member
From1 Aug 2020 → 31 Jul 2020 - Mechanical Engineering Technology, Group T Leuven Campus (Technology cluster)
Member
From1 Oct 2017 → 31 Jul 2020
Projects
1 - 2 of 2
- Towards at-home mobility assessment with deep learning technologyFrom1 Oct 2022 → 30 Sep 2023Funding: BOF - postdoctoral mandates
- Deep learning for automated movement analysis using motion capture: Case studies on detecting and assessing gait impairments in people with Parkinson's disease and freezing of gaitFrom1 Oct 2017 → 9 Sep 2022Funding: BOF - doctoral mandates, BOF - Doctoral projects
Publications
1 - 10 of 11
- Skeleton-Based Action Segmentation with Multi-Stage Spatial-Temporal Graph Convolutional Neural Networks(2024)
Authors: Benjamin Filtjens, Bart Vanrumste, Peter Slaets
Pages: 202 - 212 - Freezing of gait assessment with inertial measurement units and deep learning: effect of tasks, medication states, and stops(2024)
Authors: Po-Kai Yang, Benjamin Filtjens, Pieter Ginis, Maaike Goris, Alice Nieuwboer, Moran Gilat, Peter Slaets
- Automated freezing of gait assessment with deep learning and data augmentation from simulated inertial measurement unit data(2023)
Authors: Benjamin Filtjens, Po-Kai Yang, Maaike Goris, Moran Gilat, Niklas Kempynck, Pieter Ginis, Alice Nieuwboer, Peter Slaets, Bart Vanrumste
Number of pages: 4 - Deep learning for automated movement analysis using motion capture: Case studies on detecting and assessing gait impairments in people with Parkinson's disease and freezing of gait(2022)
Authors: Benjamin Filtjens, Bart Vanrumste, Alice Nieuwboer, Peter Slaets
- Automated freezing of gait assessment with marker-based motion capture and multi-stage spatial-temporal graph convolutional neural networks(2022)
Authors: Benjamin Filtjens, Pieter Ginis, Alice Nieuwboer, Peter Slaets, Bart Vanrumste
- Modelling and identification of characteristic kinematic features preceding freezing of gait with convolutional neural networks and layer-wise relevance propagation(2021)
Authors: Benjamin Filtjens, Pieter Ginis, Alice Nieuwboer, Bart Vanrumste, Peter Slaets
- Rheumatic Heart Disease Screening Based on Phonocardiogram(2021)
Authors: Melkamu Hunegnaw Asmare, Benjamin Filtjens, Luc Janssens, Bart Vanrumste
- Meropenem Stability in Human Plasma at-20 °C: Detailed Assessment of Degradation(2021)
Authors: Matthias Gijsen, Benjamin Filtjens, Pieter Annaert, Yves Debaveye, Joost Wauters, Peter Slaets
- A data-driven approach for detecting gait events during turning in people with Parkinson's disease and freezing of gait(2020)
Authors: Benjamin Filtjens, Alice Nieuwboer, Nicholas D'cruz, Peter Slaets, Bart Vanrumste
Pages: 130 - 136 - Vision-Based Marker-Less Spatiotemporal Gait Analysis by Using a Mobile Platform: Preliminary Validation(2019)
Authors: Benjamin Filtjens, Robin Amsters, Benedicte Vanwanseele, Bart Vanrumste, Peter Slaets
Pages: 126 - 141