Hello Edge: Keyword Spotting on Microcontrollers

Keyword spotting (KWS) is a critical component for enabling speech based user interactions on smart devices. It requires real-time response and high accuracy for good user experience... (read more)

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Ranked #6 on Keyword Spotting on Google Speech Commands (Google Speech Commands V1 12 metric)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Keyword Spotting Google Speech Commands DNN Google Speech Commands V1 12 91.6 # 11
Keyword Spotting Google Speech Commands CNN Google Speech Commands V1 12 84.6 # 12
Keyword Spotting Google Speech Commands Basic LSTM Google Speech Commands V1 12 92.0 # 10
Keyword Spotting Google Speech Commands LSTM Google Speech Commands V1 12 92.9 # 9
Keyword Spotting Google Speech Commands GRU Google Speech Commands V1 12 93.5 # 8
Keyword Spotting Google Speech Commands GRNN Google Speech Commands V1 12 94.0 # 7
Keyword Spotting Google Speech Commands DS-CNN Google Speech Commands V1 12 94.4 # 6

Methods used in the Paper