arXiv:2507.04548cs.SEcs.AI2025-07被引 3
用语音检测呼吸衰竭，为医疗智能系统提供实操经验
SPIRA: Building an Intelligent System for Respiratory Insufficiency Detection
- 基于语音分析构建呼吸衰竭检测模型
- 总结两次相同架构实施中的数据与训练教训
- 适合医疗AI开发者参考落地难点
呼吸衰竭是一种血液中氧气含量降低的医学症状。本文报告了构建SPIRA——一个从语音中检测呼吸衰竭的智能系统的过程。该系统在两次相似架构的实现中面临挑战，总结了在数据收集、训练和推理环节积累的经验教训，为未来类似医疗智能系统项目提供实践参考。
原文摘要 · Abstract (English)
Respiratory insufficiency is a medic symptom in which a person gets a reduced amount of oxygen in the blood. This paper reports the experience of building SPIRA: an intelligent system for detecting respiratory insufficiency from voice. It compiles challenges faced in two succeeding implementations of the same architecture, summarizing lessons learned on data collection, training, and inference for future projects in similar systems.
医疗AI语音分析呼吸检测
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