arXiv:2508.18918cs.HCcs.SD2025-08中稿 · presentation as a …被引 2

用音频大模型让老人在家安全使用智能助手,说话不清也能懂。

DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality

  • 直接处理原始音频,不用先转文字
  • 能听懂老人模糊说话,还能识别摔倒等紧急情况
  • 全程本地运行,保护隐私适合老年人用

我们提出 DESAMO,一种基于嵌入式音频大模型的设备端智能家居系统,专为老年人友好设计,支持自然且私密的交互。传统语音助手依赖 ASR 管道或 ASR-LLM 级联,常因老年用户发音不清而失效,且无法处理非语音音频。DESAMO 采用音频大模型直接处理原始音频输入,实现对用户意图及关键事件(如跌倒、求助)的鲁棒理解。

原文摘要 · Abstract (English)

We present DESAMO, an on-device smart home system for elder-friendly use powered by Audio LLM, that supports natural and private interactions. While conventional voice assistants rely on ASR-based pipelines or ASR-LLM cascades, often struggling with the unclear speech common among elderly users and unable to handle non-speech audio, DESAMO leverages an Audio LLM to process raw audio input directly, enabling a robust understanding of user intent and critical events, such as falls or calls for help.

智能养老音频大模型本地化部署

Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。