Keyword Spotting on Google Speech Commands

Metric: Google Speech Commands V1 12 (higher is better)

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#	Model↕	Google Speech Commands V1 12▼	Extra Data	Paper	Date↕	Code
1	TripletLoss-res15	98.56	No	Learning Efficient Representations for Keyword S...	2021-01-12	Code
2	BC-ResNet-8	98	No	Broadcasted Residual Learning for Efficient Keyw...	2021-06-08	Code
3	Wav2KWS	97.9	No	-	-	Code
4	res 8	97.8	No	Howl: A Deployed, Open-Source Wake Word Detectio...	2020-08-21	Code
5	MatchboxNet-3x2x64	97.48	No	MatchboxNet: 1D Time-Channel Separable Convoluti...	2020-04-21	Code
6	ConvMixer	97.3	No	-	-	Code
7	MHAtt-RNN	97.2	No	-	-	Code
8	NAS1	97.06	No	Neural Architecture Search For Keyword Spotting	2020-09-01	-
9	SSAMBA	96.9	No	SSAMBA: Self-Supervised Audio Representation Lea...	2024-05-20	Code
10	Attention RNN	95.6	No	A neural attention model for speech command reco...	2018-08-27	Code
11	DS-CNN	94.4	No	Hello Edge: Keyword Spotting on Microcontrollers	2017-11-20	Code
12	GRU	93.5	Yes	Hello Edge: Keyword Spotting on Microcontrollers	2017-11-20	Code
13	LSTM	92.9	Yes	Hello Edge: Keyword Spotting on Microcontrollers	2017-11-20	Code
14	Basic LSTM	92	No	Hello Edge: Keyword Spotting on Microcontrollers	2017-11-20	Code
15	DNN	91.6	No	Hello Edge: Keyword Spotting on Microcontrollers	2017-11-20	Code
16	CNN	84.6	No	Hello Edge: Keyword Spotting on Microcontrollers	2017-11-20	Code

#1TripletLoss-res15SOTA
98.56
Google Speech Commands V1 12· 2021-01-12
Learning Efficient Representations for Keyword Spotting with Triplet Loss Code
#2BC-ResNet-8
98
Google Speech Commands V1 12· 2021-06-08
Broadcasted Residual Learning for Efficient Keyword Spotting Code
#3Wav2KWS
97.9
Google Speech Commands V1 12
No paperCode
#4res 8SOTA
97.8
Google Speech Commands V1 12· 2020-08-21
Howl: A Deployed, Open-Source Wake Word Detection System Code
#5MatchboxNet-3x2x64SOTA
97.48
Google Speech Commands V1 12· 2020-04-21
MatchboxNet: 1D Time-Channel Separable Convolutional Neural Network Architecture for Speech Commands Recognition Code
#6ConvMixer
97.3
Google Speech Commands V1 12
No paperCode
#7MHAtt-RNN
97.2
Google Speech Commands V1 12
No paperCode
#8NAS1
97.06
Google Speech Commands V1 12· 2020-09-01
Neural Architecture Search For Keyword Spotting
#9SSAMBA
96.9
Google Speech Commands V1 12· 2024-05-20
SSAMBA: Self-Supervised Audio Representation Learning with Mamba State Space Model Code
#10Attention RNNSOTA
95.6
Google Speech Commands V1 12· 2018-08-27
A neural attention model for speech command recognition Code
#11DS-CNNSOTA
94.4
Google Speech Commands V1 12· 2017-11-20
Hello Edge: Keyword Spotting on Microcontrollers Code
#12GRU
93.5
Google Speech Commands V1 12· Extra Data· 2017-11-20
Hello Edge: Keyword Spotting on Microcontrollers Code
#13LSTM
92.9
Google Speech Commands V1 12· Extra Data· 2017-11-20
Hello Edge: Keyword Spotting on Microcontrollers Code
#14Basic LSTM
92
Google Speech Commands V1 12· 2017-11-20
Hello Edge: Keyword Spotting on Microcontrollers Code
#15DNN
91.6
Google Speech Commands V1 12· 2017-11-20
Hello Edge: Keyword Spotting on Microcontrollers Code
#16CNN
84.6
Google Speech Commands V1 12· 2017-11-20
Hello Edge: Keyword Spotting on Microcontrollers Code