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ResearchFormerly WizWand

Audio Recognition on Speech Commands V2

98.9AccuracyASiT
60.31670.33380.3590.367Nov 27, 2023Apr 7, 2024Aug 17, 2024Dec 28, 2024May 9, 2025Sep 18, 2025Jan 29, 2026
Updated 8mo ago

Evaluation results

MethodLinks
ASiT#Param=86M, Pre-training Data=AS2026.0198.9
UniRepLKNet-SType=ConvNet, Params=55.5M2023.1198.5
M2DFine-tuning=true, # Params=86M, Masking ratio=0.62024.0498.5
A-JEPA#Param=86M, Pre-training Data=AS2026.0198.5
MSM-MAEFine-tuning=true, # Params=86M, Masking ratio=0.752024.0498.4
M2DFine-tuning=true, # Params=86M, Masking ratio=0.6, Target input strategy=all patches to target2024.0498.4
M2DFine-tuning=true, # Params=86M, Masking ratio=0.7, Target input strategy=all patches to target2024.0498.4
M2DFine-tuning=true, # Params=86M, Masking ratio=0.72024.0498.4
Audio-MAEPretrain=AS-2M, Type=Transformer, Params=86.2M2023.1198.3
Audio-MAE (local)Fine-tuning=true, # Params=86M2024.0498.3
BEATsFine-tuning=true, # Params=90M, Iteration=32024.0498.3
Audio-MAE#Param=86M, Pre-training Data=AS2026.0198.3
BEATs_iter3#Param=90M, Pre-training Data=AS2026.0198.3
EAT#Param=88M, Pre-training Data=AS2026.0198.3
M2D-CLAP#Param=86M, Pre-training Data=TA+AS2026.0198.3
ASDA#Param=93M, Pre-training Data=AS2026.0198.3
CAT#Param=91M, Pre-training Data=AS2026.0198.3
SSASTFine-tuning=true, # Params=89M2024.0498.2
EAT-S/MFine-tuning=true, # Params=25.5M2024.0498.15
ASTFine-tuning=true, # Params=86M, Version=Single2024.0498.11
BEATsFine-tuning=true, # Params=90M, Iteration=3+2024.0498.1
AST#Param=86M, Pre-training Data=IN2026.0198.1
BEATs_iter3+#Param=90M, Pre-training Data=AS2026.0198.1
ATST-Frame#Param=86M, Pre-training Data=AS2026.0198.1
MAE-ASTFine-tuning=true, # Params=86M2024.0498
ATST BaseFine-tuning=true, # Params=86M2024.0498
HTS-ATFine-tuning=true, # Params=31M2024.0498
HTS-AT#Param=31M, Pre-training Data=IN2026.0198
SS-AST#Param=89M, Pre-training Data=AS+LS2026.0198
ATST-Clip#Param=86M, Pre-training Data=AS2026.0198
MAE-AST#Param=86M, Pre-training Data=AS+LS2026.0197.9
SSASTPretrain=AS-2M, Type=Transformer, Params=89.3M2023.1197.8
MaskSpecFine-tuning=true, # Params=86M2024.0497.7
MaskSpec#Param=86M, Pre-training Data=AS2026.0197.7
Meta-TransformerPretrain=LAION-2B, Type=Transformer, Params=86.6M2023.1197
CLAP#Param=86M, Pre-training Data=TA2026.0196.8
PSLAPretrain=IN-1K, Type=ConvNet2023.1196.3
PSLA#Param=14M, Pre-training Data=IN2026.0196.3
ASTPretrain=AS-2M, Type=Transformer, Params=86.9M2023.1196.2
DeLoRes-MFine-tuning=true, # Params=5.3M2024.0496
MSM-MAE#Param=86M, Pre-training Data=AS2026.0187.3
PANNSType=ConvNet2023.1161.8
PANN#Param=81M, Pre-training Data=-2026.0161.8