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ResearchFormerly WizWand

Keyword Spotting on Google Speech Commands

97.21AccuracyKD+ATS
84.095687.500390.90594.3097Apr 8, 2019Nov 7, 2019Jun 8, 2020Jan 7, 2021Aug 9, 2021Mar 10, 2022Oct 10, 2022
Updated 8mo ago

Evaluation results

MethodLinks
KD+ATSlambda=0.9, multiply_tau_squared=true2022.1097.21
KD+ATSlambda=0.5, multiply_tau_squared=true2022.1096.79
TC-ResNet14-1.5Time (ms)=5.7, FLOPs=13.4M, Params=305K2019.0496.6
KD+ATSlambda=0.5, multiply_tau_squared=false2022.1096.23
TC-ResNet8-1.5Time (ms)=2.8, FLOPs=6.6M, Params=145K2019.0496.2
TC-ResNet14Time (ms)=2.5, FLOPs=6.1M, Params=137K2019.0496.2
TC-ResNet8Time (ms)=1.1, FLOPs=3.0M, Params=66K2019.0496.1
2D-ResNet8Time (ms)=10.1, FLOPs=35.8M, Params=66K2019.0496.1
KD+ATSlambda=0.9, multiply_tau_squared=false2022.1095.84
Res15Time (ms)=424, FLOPs=1950.0M, Params=239K2019.0495.8
KD+TSlambda=0.5, multiply_tau_squared=true2022.1095.52
DS-CNN-LTime (ms)=16.8, FLOPs=56.9M, Params=420K2019.0495.4
KD+TSlambda=0.9, multiply_tau_squared=true2022.1095.37
DS-CNN-MTime (ms)=5.2, FLOPs=19.8M, Params=140K2019.0494.9
2D-ResNet8-PoolTime (ms)=3.5, FLOPs=4.0M, Params=66K2019.0494.9
KD+TSlambda=0.5, multiply_tau_squared=false2022.1094.55
DS-CNN-STime (ms)=1.6, FLOPs=5.4M, Params=24K2019.0494.4
KD+TSlambda=0.9, multiply_tau_squared=false2022.1094.37
Res8Time (ms)=174, FLOPs=795.3M, Params=111K2019.0494.1
Res15-NarrowTime (ms)=107, FLOPs=348.7M, Params=43K2019.0494
CNN-1Time (ms)=32, FLOPs=76.1M, Params=524K2019.0490.7
Res8-NarrowTime (ms)=47, FLOPs=143.2M, Params=20K2019.0490.1
CNN-2Time (ms)=1.2, FLOPs=1.5M, Params=148K2019.0484.6