Artificial Intelligence-Assisted motion capture for medical applications: a comparative study between markerless and passive marker motion capture
I Takeda, A Yamada, H Onodera - Computer methods in …, 2021 - Taylor & Francis
We aimed to determine whether artificial intelligence (AI)-assisted markerless motion
capture software is useful in the clinical medicine and rehabilitation fields. Currently, it is …
capture software is useful in the clinical medicine and rehabilitation fields. Currently, it is …
A novel dataset and deep learning-based approach for marker-less motion capture during gait
Background The deep learning-based human pose estimation methods, which can estimate
joint centers position, have achieved promising results on the publicly available human pose …
joint centers position, have achieved promising results on the publicly available human pose …
[HTML][HTML] Comparison of markerless and marker-based motion capture technologies through simultaneous data collection during gait: proof of concept
During the last decade markerless motion capture techniques have gained an increasing
interest in the biomechanics community. In the clinical field, however, the application of …
interest in the biomechanics community. In the clinical field, however, the application of …
[HTML][HTML] Gait analysis comparison between manual marking, 2D pose estimation algorithms, and 3D marker-based system
D Menychtas, N Petrou, I Kansizoglou… - Frontiers in …, 2023 - frontiersin.org
Introduction Recent advances in Artificial Intelligence (AI) and Computer Vision (CV) have
led to automated pose estimation algorithms using simple 2D videos. This has created the …
led to automated pose estimation algorithms using simple 2D videos. This has created the …
Markerless motion capture can provide reliable 3D gait kinematics in the sagittal and frontal plane
Estimating 3D joint rotations in the lower extremities accurately and reliably remains
unresolved in markerless motion capture, despite extensive studies in the past decades. The …
unresolved in markerless motion capture, despite extensive studies in the past decades. The …
[HTML][HTML] Applications and limitations of current markerless motion capture methods for clinical gait biomechanics
Background Markerless motion capture has the potential to perform movement analysis with
reduced data collection and processing time compared to marker-based methods. This …
reduced data collection and processing time compared to marker-based methods. This …
Concurrent assessment of gait kinematics using marker-based and markerless motion capture
RM Kanko, EK Laende, EM Davis, WS Selbie… - Journal of …, 2021 - Elsevier
Kinematic analysis is a useful and widespread tool used in research and clinical
biomechanics for the quantification of human movement. Common marker-based optical …
biomechanics for the quantification of human movement. Common marker-based optical …
Validation of a 3D markerless system for gait analysis based on OpenPose and two RGB webcams
E D'Antonio, J Taborri, I Mileti, S Rossi… - IEEE Sensors …, 2021 - ieeexplore.ieee.org
Markerless human motion capture could be a potential tool for studying body biomechanics.
Despite the extensive previous studies, the design of an accurate markerless system able to …
Despite the extensive previous studies, the design of an accurate markerless system able to …
[HTML][HTML] Concurrent validity of smartphone-based markerless motion capturing to quantify lower-limb joint kinematics in healthy and pathological gait
B Horsak, A Eichmann, K Lauer, K Prock… - Journal of …, 2023 - Elsevier
Markerless motion capturing has the potential to provide a low-cost and accessible
alternative to traditional marker-based systems for real-world biomechanical assessment …
alternative to traditional marker-based systems for real-world biomechanical assessment …
Assessment of a novel deep learning-based marker-less motion capture system for gait study
Background Marker-less systems based on digital video cameras and deep learning for gait
analysis could have a deep impact in clinical routine. A recently developed system has …
analysis could have a deep impact in clinical routine. A recently developed system has …