Towards Integrating Pose Estimation with Neuroimaging for the Analysis of Signed Language Video Stimuli

Sébastien Vandenitte, Doris Hernández, Jarkko Keränen, Tommi Jantunen, Anna Puupponen


Abstract
We present our project revisiting the video stimuli of an EEG study in Finnish Sign Language to ask whether kinematic properties of the videos impacted their processing by study participants. For each stimulus, an average measure of brain responses across participants is computed. To analyse movement properties in the video stimuli, we rely on MediaPipe for pose estimation. We subsequently report on our project to perform an exploratory analysis of the kinematic properties of the videos which may affect their processing. We focus on several landmarks: the signer’s right and left wrists, nose, and upper torso. Our goal is to obtain a kinematic profile of each stimulus video using several average kinematic variables: velocity and acceleration for all selected landmarks, distance between the wrists, and surface covered by the triangular area defined by the left hand, the right hand, and the nose. We conclude by discussing the potential benefits and limitations of this methodological approach.
Anthology ID:
2026.signlang-1.49
Volume:
Proceedings of the LREC 2026 12th Workshop on the Representation and Processing of Sign Languages: Language in Motion
Month:
May
Year:
2026
Address:
Palma, Mallorca (Spain)
Editors:
Eleni Efthimiou, Stavroula-Evita Fotinea, Thomas Hanke, Julie A. Hochgesang, Johanna Mesch, Marc Schulder
Venues:
SignLang | WS
SIG:
Publisher:
ELRA Language Resources Association (ELRA)
Note:
Pages:
477–483
Language:
External URL:
https://lrec.elra.info/lrec2026-ws-signlang-49
DOI:
10.63317/2q3vp6hdx56b
Bibkey:
Cite (ACL):
Sébastien Vandenitte, Doris Hernández, Jarkko Keränen, Tommi Jantunen, and Anna Puupponen. 2026. Towards Integrating Pose Estimation with Neuroimaging for the Analysis of Signed Language Video Stimuli. In Proceedings of the LREC 2026 12th Workshop on the Representation and Processing of Sign Languages: Language in Motion, pages 477–483, Palma, Mallorca (Spain). ELRA Language Resources Association (ELRA).
Cite (Informal):
Towards Integrating Pose Estimation with Neuroimaging for the Analysis of Signed Language Video Stimuli (Vandenitte et al., SignLang 2026)
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