List your company
ResearchFormerly WizWand

Classification on Google commands

98.59AccuracyFMix
1.152426.448751.74577.0413Feb 27, 2020Mar 12, 2021Mar 26, 2022Apr 9, 2023Apr 22, 2024May 6, 2025May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FMixModel=ResNet, alpha=12020.0298.59
CutMixModel=ResNet, alpha=0.22020.0298.48
MixUpModel=ResNet, alpha=12020.0298.46
CutMixModel=ResNet, alpha=12020.0298.46
FMixModel=ResNet, alpha=0.22020.0298.44
MixUpModel=ResNet, alpha=0.22020.0298.31
BaselineModel=ResNet, alpha=0.22020.0297.69
LOES (3)Model=Wav2Vec 2.0 (Frozen), k=32026.0592.6
LOES (4)Model=Wav2Vec 2.0 (Frozen), k=42026.0592.51
LOES (2)Model=Wav2Vec 2.0 (Frozen), k=22026.0592.41
Last LayerModel=Wav2Vec 2.0 (Frozen)2026.0585.15
MetaMAEPretrain data=LibriSpeech, Protocol=Linear evaluation2023.1046.8
ShEDPretrain data=LibriSpeech, Protocol=Linear evaluation2023.1020.7
e-MixPretrain data=LibriSpeech, Protocol=Linear evaluation2023.1019.2
CapriPretrain data=LibriSpeech, Protocol=Linear evaluation2023.1013.7
MAEPretrain data=LibriSpeech, Protocol=Linear evaluation2023.109.5
BaselinePretrain data=LibriSpeech, Protocol=Linear evaluation2023.104.9