Sound Event Detection on DESED

Metric: event-based F1 score (higher is better)

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#	Model↕	event-based F1 score▼	Extra Data	Paper	Date↕	Code
1	ATST-SED	63.4	Yes	Fine-tune the pretrained ATST model for sound ev...	2023-09-15	Code
2	SE-CRNN-16 with DualKD	55.6	Yes	Dual Knowledge Distillation for Efficient Sound ...	2024-02-05	-
3	FDY-CRNN	54	No	Frequency Dynamic Convolution: Frequency-Adaptiv...	2022-03-29	Code
4	HTS-AT	50.7	No	HTS-AT: A Hierarchical Token-Semantic Audio Tran...	2022-02-02	Code
5	RCT	49.62	No	RCT: Random Consistency Training for Semi-superv...	2021-10-21	Code
6	FiltAug SED	49.6	No	Heavily Augmented Sound Event Detection utilizin...	2021-07-08	Code
7	SED-SSep baseline dcase task 4 2020 v2	40.7	No	-	-	Code
8	Baseline dcase task 4 2020 v2	39	No	-	-	Code
9	Baseline	25.8	No	-	-	Code

#1ATST-SEDSOTA
63.4
event-based F1 score· Extra Data· 2023-09-15
Fine-tune the pretrained ATST model for sound event detection Code
#2SE-CRNN-16 with DualKD
55.6
event-based F1 score· Extra Data· 2024-02-05
Dual Knowledge Distillation for Efficient Sound Event Detection
#3FDY-CRNNSOTA
54
event-based F1 score· 2022-03-29
Frequency Dynamic Convolution: Frequency-Adaptive Pattern Recognition for Sound Event Detection Code
#4HTS-ATSOTA
50.7
event-based F1 score· 2022-02-02
HTS-AT: A Hierarchical Token-Semantic Audio Transformer for Sound Classification and Detection Code
#5RCTSOTA
49.62
event-based F1 score· 2021-10-21
RCT: Random Consistency Training for Semi-supervised Sound Event Detection Code
#6FiltAug SEDSOTA
49.6
event-based F1 score· 2021-07-08
Heavily Augmented Sound Event Detection utilizing Weak Predictions Code
#7SED-SSep baseline dcase task 4 2020 v2
40.7
event-based F1 score
No paperCode
#8Baseline dcase task 4 2020 v2
39
event-based F1 score
No paperCode
#9Baseline
25.8
event-based F1 score
No paperCode