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ResearchFormerly WizWand

Keyword Spotting on Google Speech Commands V2-35

98.11AccuracyAST-S
1.462826.553951.64576.7361Oct 14, 2021Dec 2, 2021Jan 21, 2022Mar 12, 2022May 1, 2022Jun 20, 2022Aug 9, 2022
Updated 8mo ago

Evaluation results

MethodLinks
AST-SExtra Knowledge=Pre. ImageNet, #Params (M)=872021.1098.11
AST-PExtra Knowledge=Pre. ImageNet & Audioset, #Params (M)=872021.1097.88
KWT-2Extra Knowledge=KD with MHAtt-RNN, #Params (M)=2.3942021.1097.74
KWT-3Extra Knowledge=KD with MHAtt-RNN, #Params (M)=5.3612021.1097.69
KW-MLPExtra Knowledge=None, #Params (M)=0.4242021.1097.56
KWT-2Extra Knowledge=None, #Params (M)=2.3942021.1097.53
KWT-3Extra Knowledge=None, #Params (M)=5.3612021.1097.51
KW-MLP10Extra Knowledge=KD with KW-MLP, #Params (M)=0.3532021.1097.49
KW-MLP8Extra Knowledge=KD with KW-MLP, #Params (M)=0.2832021.1097.45
KW-MLP10Extra Knowledge=None, #Params (M)=0.3532021.1097.35
MHAtt-RNNExtra Knowledge=None, #Params (M)=0.7432021.1097.27
KW-MLP8Extra Knowledge=None, #Params (M)=0.2832021.1097.26
KW-MLP6Extra Knowledge=KD with KW-MLP, #Params (M)=0.2132021.1097.17
KW-MLP6Extra Knowledge=None, #Params (M)=0.2132021.1097.07
KWT-1Extra Knowledge=KD with MHAtt-RNN, #Params (M)=0.6072021.1096.95
KWT-1Extra Knowledge=None, #Params (M)=0.6072021.1096.85
Liquid-S4Parameters=224K, Sampling Rate=16000Hz, Zero-shot testing=false2022.0896.78
S5Parameters=280K, Sampling Rate=16000Hz, Zero-shot testing=false2022.0896.52
Res-15Extra Knowledge=None, #Params (M)=0.2372021.1096.4
S4D-LinParameters=306K, Sampling Rate=16000Hz, Zero-shot testing=false2022.0896.25
S4D-InvParameters=306K, Sampling Rate=16000Hz, Zero-shot testing=false2022.0896.18
S4-LegSParameters=307K, Sampling Rate=16000Hz, Zero-shot testing=false2022.0896.08
S4D-LegSParameters=306K, Sampling Rate=16000Hz, Zero-shot testing=false2022.0895.83
ConvNetParameters=26.2M, Sampling Rate=16000Hz, Zero-shot testing=false2022.0895.51
S4-(LegS/FouT)Parameters=307K, Sampling Rate=16000Hz, Zero-shot testing=false2022.0895.32
S4-FouTParameters=307K, Sampling Rate=16000Hz, Zero-shot testing=false2022.0895.27
S5Parameters=280K, Sampling Rate=8000Hz, Zero-shot testing=true2022.0894.53
Att-RNNExtra Knowledge=None, #Params (M)=0.2022021.1093.9
S4D-InvParameters=306K, Sampling Rate=8000Hz, Zero-shot testing=true2022.0891.8
S4-FouTParameters=307K, Sampling Rate=8000Hz, Zero-shot testing=true2022.0891.59
S4D-LinParameters=306K, Sampling Rate=8000Hz, Zero-shot testing=true2022.0891.58
S4-LegSParameters=307K, Sampling Rate=8000Hz, Zero-shot testing=true2022.0891.32
S4D-LegSParameters=306K, Sampling Rate=8000Hz, Zero-shot testing=true2022.0891.08
S4-(LegS/FouT)Parameters=307K, Sampling Rate=8000Hz, Zero-shot testing=true2022.0890.72
Liquid-S4Parameters=224K, Sampling Rate=8000Hz, Zero-shot testing=true2022.0890
XResNet-50Parameters=904K, Sampling Rate=16000Hz, Zero-shot testing=false2022.0883.01
ResNet-18Parameters=216K, Sampling Rate=16000Hz, Zero-shot testing=false2022.0877.86
InceptionNetParameters=481K, Sampling Rate=16000Hz, Zero-shot testing=false2022.0861.24
ResNet-18Parameters=216K, Sampling Rate=8000Hz, Zero-shot testing=true2022.088.74
XResNet-50Parameters=904K, Sampling Rate=8000Hz, Zero-shot testing=true2022.087.72
ConvNetParameters=26.2M, Sampling Rate=8000Hz, Zero-shot testing=true2022.087.26
InceptionNetParameters=481K, Sampling Rate=8000Hz, Zero-shot testing=true2022.085.18