Progressive Voice Trigger Detection: Accuracy vs Latency
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Abstract (arXiv)
We present an architecture for voice trigger detection for virtual assistants. The main idea in this work is to exploit information in words that immediately follow the trigger phrase. We first demonstrate that by including more audio context after a detected trigger phrase, we can indeed get a more accurate decision. However, waiting to listen to more audio each time incurs a latency increase. Progressive Voice Trigger Detection allows us to trade-off latency and accuracy by accepting clear trigger candidates quickly, but waiting for more context to decide whether to accept more marginal examples. Using a two-stage architecture, we show that by delaying the decision for just 3% of detected true triggers in the test set, we are able to obtain a relative improvement of 66% in false rejection rate, while incurring only a negligible increase in latency.
Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). First posted on arXiv 29 Oct 2020.
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Citing papers per year: 2021: 3; 2022: 1; 2023: 2.
6 papers.
- 2021Streaming Transformer for Hardware Efficient Voice Trigger Detection and False Trigger Mitigationcited by 8
- 2021Streaming on-device detection of device directed speech from voice and touch-based invocationcited by 4
- 2023Locale Encoding For Scalable Multilingual Keyword Spotting Modelscited by 3
- 2021Multi-task Learning with Cross Attention for Keyword Spottingcited by 1
- 2022Latency Control for Keyword Spottingcited by 1
- 2023Personalizing Keyword Spotting with Speaker Informationcited by 1
- 2023Personalizing Keyword Spotting with Speaker Information6 Nov 2023
- 2023Locale Encoding For Scalable Multilingual Keyword Spotting Models25 Feb 2023
- 2022Latency Control for Keyword Spotting15 Jun 2022
- 2021Streaming on-device detection of device directed speech from voice and touch-based invocation9 Oct 2021
- 2021Multi-task Learning with Cross Attention for Keyword Spotting15 Jul 2021
- 2021Streaming Transformer for Hardware Efficient Voice Trigger Detection and False Trigger Mitigation14 May 2021