Auto-Gait: Automatic Ataxia Risk Assessment with Computer Vision on Gait Task Videos. (arXiv:2203.08215v2 [cs.CV] UPDATED)

In this paper, we investigated whether we can 1) detect participants with
ataxia-specific gait characteristics (risk-prediction), and 2) assess severity
of ataxia from gait (severity-assessment) using computer vision. We created a
dataset of 155 videos from 89 participants, 24 controls and 65 diagnosed with
(or are pre-manifest) spinocerebellar ataxias (SCAs), performing the gait task
of the Scale for the Assessment and Rating of Ataxia (SARA) from 11 medical
sites located in 8 different states across the United States. We develop …

arxiv computer vision cv risk risk assessment videos vision