论文标题

多设备演讲处理中的挑战和机遇

Challenges and Opportunities in Multi-device Speech Processing

论文作者

Ciccarelli, Gregory, Barber, Jarred, Nair, Arun, Cohen, Israel, Zhang, Tao

论文摘要

我们审查当前的解决方案和技术挑战,以实现自动语音识别,关键字发现,设备仲裁,语音增强和在多边形家庭环境中的来源本地化,以为Interspeech 2022特别会议提供背景,“为多个智能设备提供信号处理和机器学习的挑战和机器机会”。我们还确定了支持这些研究领域所需的数据集。根据评论和我们在多设备领域的研究经验,我们以对未来进化的前景结论

We review current solutions and technical challenges for automatic speech recognition, keyword spotting, device arbitration, speech enhancement, and source localization in multidevice home environments to provide context for the INTERSPEECH 2022 special session, "Challenges and opportunities for signal processing and machine learning for multiple smart devices". We also identify the datasets needed to support these research areas. Based on the review and our research experience in the multi-device domain, we conclude with an outlook on the future evolution

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