One-shot, one-epoch fine-tuning of only the last layer of a pretrained keyword spotter yields reported accuracy gains of 4.9% to 46.0% under car horn, dog bark, and street music noise.
Query-by-example keyword spotting using long short-term memory networks,
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Adaptive Noise Resilient Keyword Spotting Using One-Shot Learning
One-shot, one-epoch fine-tuning of only the last layer of a pretrained keyword spotter yields reported accuracy gains of 4.9% to 46.0% under car horn, dog bark, and street music noise.