Walking towards the future: Exploring OpenTUG's validity in automatic walking activity analyses and the relationship to cognition in vestibular patients.
Lacroix E, Grandjean M, et al. • Behavior research methods • 2026
OpenTUG, a 2D human pose estimation tool, demonstrates feasibility and validity for automatically extracting clinically relevant gait parameters from vestibular patients, with automated and manual analyses highly correlated and TUG performance associated with attentional measures and postural stability.
Key Findings
Results
Vestibular patients required significantly more time and steps to complete the TUG than age-matched controls at normal and slow walking speeds.
At normal speed, patients took 7319 ms versus 5976 ms for controls (p = .002).
Differences were significant at normal and slow speeds but not reported as significant at fast speed.
Sample consisted of 48 vestibular patients and 26 mean age-matched controls.
The Timed Up and Go (TUG) task was performed at three speeds: normal, slow, and fast.
Results
Automated OpenTUG analyses were highly correlated with manual analyses for both time and step count measures.
Time correlations: all r > .94, p < .001 across all walking speed conditions.
Step count correlations: all r > .74, p < .001 across all walking speed conditions.
OpenTUG uses 2D human pose estimation to automatically analyze walking activity.
These results support the feasibility and validity of the automated approach for extracting gait parameters.
Results
Vestibular patients reported significantly higher dizziness-related handicap than controls.
Median DHI (Dizziness Handicap Inventory) total score was 30 for patients versus 0 for controls (p < .001).
The difference was statistically significant, indicating substantially greater self-reported dizziness-related handicap in patients.
Results
Vestibular patients reported significantly higher psychological symptoms than controls.
Median HADS (Hospital Anxiety and Depression Scale) total score was 12 for patients versus 8 for controls (p = .005).
The HADS assesses anxiety and depression symptoms.
Psychological symptoms were assessed as part of quality-of-life questionnaires.
Results
TUG performance measures showed moderate correlations with attentional performance in exploratory analyses.
Spearman's r ranged from .30 to .54 for correlations between TUG measures and attentional performance.
Statistical significance ranged from p < .05 to p < .01.
Neuropsychological evaluations assessed attention as part of the study protocol.
These were described as exploratory analyses.
Results
TUG performance measures showed moderate correlations with postural stability indices.
Correlations with postural stability indices ranged from r = .38 to .57 (p < .05 to p < .01).
A specific example cited was the unstable platform with eyes open condition (r = .38-.57, p < .05-.01).
Postural stability was assessed as part of the vestibular evaluation protocol.
These correlations were identified through exploratory analyses.
Lacroix E, Grandjean M, Huyberechts M, Steenbergen L, Ghasemzadeh S, De Vleeschouwer C, et al.. (2026). Walking towards the future: Exploring OpenTUG's validity in automatic walking activity analyses and the relationship to cognition in vestibular patients.. Behavior research methods. https://doi.org/10.3758/s13428-025-02854-5