Sound Event Detection on DESED

Metric: PSDS2 (higher is better)

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#	Model↕	PSDS2▼	Extra Data	Paper	Date↕	Code
1	MAT-SED	0.896	Yes	MAT-SED: A Masked Audio Transformer with Masked-...	2024-08-16	Code
2	FiltAug SED	0.8161	No	Heavily Augmented Sound Event Detection utilizin...	2021-07-08	Code
3	ATST-SED	0.81	Yes	Fine-tune the pretrained ATST model for sound ev...	2023-09-15	Code
4	SE-CRNN-16 with DualKD	0.698	Yes	Dual Knowledge Distillation for Efficient Sound ...	2024-02-05	-
5	RCT	0.6711	No	RCT: Random Consistency Training for Semi-superv...	2021-10-21	Code
6	FDY-CRNN	0.67	No	Frequency Dynamic Convolution: Frequency-Adaptiv...	2022-03-29	Code

#1MAT-SEDSOTA
0.896
PSDS2· Extra Data· 2024-08-16
MAT-SED: A Masked Audio Transformer with Masked-Reconstruction Based Pre-training for Sound Event Detection Code
#2FiltAug SEDSOTA
0.8161
PSDS2· 2021-07-08
Heavily Augmented Sound Event Detection utilizing Weak Predictions Code
#3ATST-SED
0.81
PSDS2· Extra Data· 2023-09-15
Fine-tune the pretrained ATST model for sound event detection Code
#4SE-CRNN-16 with DualKD
0.698
PSDS2· Extra Data· 2024-02-05
Dual Knowledge Distillation for Efficient Sound Event Detection
#5RCT
0.6711
PSDS2· 2021-10-21
RCT: Random Consistency Training for Semi-supervised Sound Event Detection Code
#6FDY-CRNN
0.67
PSDS2· 2022-03-29
Frequency Dynamic Convolution: Frequency-Adaptive Pattern Recognition for Sound Event Detection Code