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Paper · arXiv

DementiaCare-Bench: A Modality-Validated Video Benchmark

Dementia affects an estimated 57 million people worldwide, and for most families the hardest part of care is not memory loss but the behavioral and psychological symptoms of dementia (BPSD): agitation, wandering, resistance to care, sundowning. Understanding these symptoms requires more than recognizing the behavior itself; it also requires knowing what happened beforehand. The same behavior may call for a different response depending on its trigger. Video-language models (VLMs) could potentially support caregivers, yet no existing benchmark evaluates this capability. To fill this gap, we present DementiaCare-Bench: 56 professionally produced caregiver training videos segmented into 94 cl...

AuthorsAfrouz Sheikholeslami, Yuankai Qi, Xuyun Zhang et al.
Primary categorycs.CV
Published11 September 2026
Last updated at source11 September 2026
cs.CVcs.MA
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