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Yuan-Kai Qi

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Preprint Sep 2026

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 it...

Afrouz Sheikholeslami, Yuan-Kai Qi, Xu-Yun Zhang et al. · 0 citations
Sep 2026

Learning to Adapt: Instance-Level Visual and Semantic Adaptation for Generalized Zero-Shot Learning

Generalized zero-shot learning (GZSL) aims to recognize novel categories by leveraging semantic knowledge transferred from previously observed categories, where learning transferable features for effective visual-semantic alignment plays a critical role. Conventional methods typically utilize all shared attributes to l...

Huajie Jiang, Zheng-Xian Li, Xi-Chao Yu et al. · 0 citations
Conference Jul 2026

Toward Multimodal AI for Dementia: A Challenge-Driven Survey of LLMs and VLMs

Dementia affects over 57 million people worldwide and places an immense burden on informal caregivers, yet current AI tools remain largely fragmented across isolated tasks and modalities. Recent large language models (LLMs) and vision-language models (VLMs) offer promising capabilities for dementia support, but adaptin...

Afrouz Sheikholeslami, Dexuan Ding, Amin Beheshti et al. · 0 citations

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