Towards Context-Aware Clinical Motion Understanding in Daily Living at Home: Freezing of Gait Detection with Egocentric Vision
Understanding motion in daily living requires context beyond kinematics, because similar inertial patterns during activities of daily living (ADLs) can reflect intentional stopping, object interaction, or pathological movement impairment. Egocentric vision provides task-related context that may help disambiguate these cases. We investigate this challenge through freezing of gait (FOG) detection in Parkinson's disease (PD), a symptom strongly influenced by contextual factors during ADLs. Using sy
Record details
Published: 13 August 2026
Source: arXiv cs.AI
Category: Research
Topics: Healthcare · Finance, VC & PE
Retrieved: 14 August 2026
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ethics.ai (13 August 2026), “Towards Context-Aware Clinical Motion Understanding in Daily Living at Home: Freezing of Gait Detection with Egocentric Vision,” evidence record 19447, https://ethics.ai/record/19447 (originally published by arXiv cs.AI).
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