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Systems and Methods for Assisting the Hearing-Impaired Using Machine Learning for Ambient Sound Analysis and Alerts

机译:用于帮助听力障碍的系统和方法使用机器学习进行环境声音分析和警报

摘要

Systems and Methods for assisting the hearing-impaired are described. The methods rely on obtaining audio signals from the ambient environment of a hearing-impaired person. The audio signals are analyzed by a machine learning model that can classify audio signals into audio categories (e.g. Emergency, Animal Sounds) and audio types (e.g. Ambulance Siren, Dog Barking) and notify the user leveraging a mobile or wearable device. The user can configure notification preferences and view historical logs. The machine learning classifier is periodically trained externally based on labelled audio samples. Additional system features include an audio amplification option and a speech to text option for transcribing human speech to text output.
机译:描述了用于辅助听力障碍的系统和方法。该方法依赖于从听力受损人的环境环境获取音频信号。通过机器学习模型分析音频信号,该机器学习模型可以将音频信号分类为音频类别(例如,紧急情况,动物声音)和音频类型(例如救护车警报器,狗吠叫)并通知用户利用移动或可穿戴设备。用户可以配置通知首选项并查看历史记录。基于标记的音频样本,机器学习分类器在外部培训。其他系统功能包括音频放大选项以及用于将人类语音转换为文本输出的文本选项的语音。

著录项

  • 公开/公告号US2021225365A1

    专利类型

  • 公开/公告日2021-07-22

    原文格式PDF

  • 申请/专利权人 RIA SINHA;RISHI AMIT SINHA;

    申请/专利号US202016747697

  • 发明设计人 RIA SINHA;RISHI AMIT SINHA;

    申请日2020-01-21

  • 分类号G10L15/08;G10L21/0208;G06K9/62;G06N20;G06F9/54;H04R3/04;

  • 国家 US

  • 入库时间 2022-08-24 20:03:23

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