实时自动声运动跟踪在办公室喉科的可行性
Aki Koivu1,2, Obinna I Nwosu1,2, Mitsuki Ota3
1Department of Otolaryngology-Head and Neck Surgery, Massachusetts Eye & Ear, Boston, Massachusetts, USA.
The Laryngoscope
|September 4, 2025
概括
这项研究开发了一种实时人工智能模型,用于在喉腔镜检查过程中自动跟踪声. 该系统精确地跟踪喉结构, 为临床使用提供可行的解决方案.
科学领域:
- 医学成像
- 人工智能
- 喉科 喉科
背景情况:
- 人工智能和计算机视觉在视频喉科分析方面的进步.
- 目前的模型仅限于事后分析和研究设置.
研究的目的:
- 评估实时解决方案的可行性,
主要方法:
- 训练了一个关键点检测模型来追踪1254个视频中的39个喉关键点.
- 使用验证和测试数据集的平均关键点精度 (mKA) 和时间一致性 (mTC) 评估模型性能.
- 通过灵活的喉镜和笔记本电脑实时部署模型.
主要成果:
- 实现了强大的检测准确度,mKA为85% (验证) 和75% (测试).
- 显示有希望的时间一致性, 平均5.85像素移动.
- 用每秒30的速度运行, 延迟时间最小, 不影响临床工作.
结论:
- 人工智能模型准确地跟踪喉结构, 具有高度的检测,本地化和一致性.
- 该系统与可负担的硬件兼容,可实现实时度量开发.
- 这是一个可行的实时解决方案,
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