TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
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

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Hello Edge: Keyword Spotting on Microcontrollers

20 Nov 2017 • Yundong Zhang • Naveen Suda • Liangzhen Lai • Vikas Chandra

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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ARM-software/ML-KWS-for-MCU official

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Danila-github/ML-KWS-for-MCU

UT2UH/ML-KWS-for-ESP32

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KEYWORD SPOTTING

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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	BENCHMARK
Keyword Spotting	Google Speech Commands	DNN	Google Speech Commands V1 12	91.6	# 11	Compare
Keyword Spotting	Google Speech Commands	CNN	Google Speech Commands V1 12	84.6	# 12	Compare
Keyword Spotting	Google Speech Commands	Basic LSTM	Google Speech Commands V1 12	92.0	# 10	Compare
Keyword Spotting	Google Speech Commands	LSTM	Google Speech Commands V1 12	92.9	# 9	Compare
Keyword Spotting	Google Speech Commands	GRU	Google Speech Commands V1 12	93.5	# 8	Compare
Keyword Spotting	Google Speech Commands	GRNN	Google Speech Commands V1 12	94.0	# 7	Compare
Keyword Spotting	Google Speech Commands	DS-CNN	Google Speech Commands V1 12	94.4	# 6	Compare

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METHOD	TYPE
Dilated Convolution	Convolutions
Batch Normalization	Normalization
Residual Connection	Skip Connections

Hello Edge: Keyword Spotting on Microcontrollers

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