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ResearchFormerly WizWand

Sound Event Detection on DCASE challenge task 4 2023 (test)

0.587PSDS1ATST-SED
0.357160.416830.47650.53617Sep 15, 2023Oct 8, 2023Nov 1, 2023Nov 25, 2023Dec 19, 2023Jan 12, 2024Feb 5, 2024
Updated 8mo ago

Evaluation results

MethodLinks
ATST-SEDExtra training data (AudioSet clips)=true2023.090.5870.812
ATST-SEDExtra training data (AudioSet clips)=false2023.090.5830.81
PaSST-SEDExtra training data (AudioSet clips)=false2023.090.5550.791
MFDConv-BEATSExtra training data (AudioSet clips)=true2023.090.5520.794
FDY-LKA-BEATSExtra training data (AudioSet clips)=true2023.090.5460.807
AST-SEDExtra training data (AudioSet clips)=false2023.090.514—
SE-CRNN-16 + EEFD + TAKD + AFL + DAParam=1.3M, Dual Knowledge Distillation=True, Asymmetrical Focal Loss=True, Data Augmentation=True2024.020.4740.698
SE-CRNN-16 + EEFD + TAKDParam=1.3M, Dual Knowledge Distillation=True2024.020.4650.69
SE-CRNNParam=4.5M2024.020.4560.693
Xiao-FMSG-task4a-1Param=2.8M2024.020.4550.695
Li-USTC-task4a-7Param=2M2024.020.4510.673
SE-CRNN-8 + EEFD + TAKD + AFL + DAParam=400K, Dual Knowledge Distillation=True, Asymmetrical Focal Loss=True, Data Augmentation=True2024.020.4280.636
Barahona-AUDIAS-task4a-1Param=1M2024.020.4270.625
SE-CRNN-8 + EEFD + TAKDParam=400K, Dual Knowledge Distillation=True2024.020.4070.628
Baseline CRNNParam=1.2M2024.020.3660.575