Benjamin Filtjens

Skeleton-Based Action Segmentation With Multi-Stage Spatial-Temporal Graph Convolutional Neural Networks

Benjamin Filtjens, Bart Vanrumste, Peter Slaets · IEEE Transactions on Emerging Topics in Computing · 2022 · 59 citations · Full text

Geometric Learning, Engineering, Machine Learning +20

Automated freezing of gait assessment with marker-based motion capture and multi-stage spatial-temporal graph convolutional neural networks

Benjamin Filtjens, Pieter Ginis, Alice Nieuwboer et al. · Journal of NeuroEngineering and Rehabilitation · 2022 · 40 citations · Full text

A data-driven approach for detecting gait events during turning in people with Parkinson's disease and freezing of gait

Benjamin Filtjens, Alice Nieuwboer, Nicholas D’Cruz et al. · Gait & Posture · 2020 · 31 citations · Full text

Gait Analysis, Physical Activity, Kinesiology +15

Freezing of gait assessment with inertial measurement units and deep learning: effect of tasks, medication states, and stops

Po-Kai Yang, Benjamin Filtjens, Pieter Ginis et al. · Journal of NeuroEngineering and Rehabilitation · 2024 · 25 citations · Full text

Modelling and identification of characteristic kinematic features preceding freezing of gait with convolutional neural networks and layer-wise relevance propagation

Benjamin Filtjens, Pieter Ginis, Alice Nieuwboer et al. · BMC Medical Informatics and Decision Making · 2021 · 22 citations · Full text