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