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SOTA Sound Event Detection benchmarks and papers with code | Wizwand
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Sound Event Detection
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
DESED (val)
BYOL-A-V2-40ms
PSDS-1 Score
0.024
32
3mo ago
DCASE HEAR challenge
BYOL-S/CvT
Onset FMS
89.1
20
3mo ago
AudioSet Strongly-labeled (test)
ATST-C2F
PSDS1 (w/o var-pen)
0.374
18
2mo ago
DESED
UniWhisper
Score
0.57
17
2mo ago
DCASE challenge task 4 2023 (test)
ATST-SED
PSDS1
0.587
15
3mo ago
AudioSet Strong (407 classes)
EPN
PSDS1A
0.496
12
3mo ago
DCASE DESED Task 4 2024
CRNN + ATSTframe
tPSDS@1
0.583
12
3mo ago
AudioMarathon
Qwen2.5-Omni-7B
SED F1
78.4
11
3mo ago
TUT 2017
Full Model
Accuracy
71.2
10
1mo ago
DESED (test)
Qwen2-Audio (TimePro-RL)
Event-based F1
58.4
8
1mo ago
DCASE Challenge 2021
SKUnit+ICT/SCT
PSDS1
45.4
8
3mo ago
DESED Task 3
WOOT
F1 (Prev Known)
17
7
28d ago
DESED Task 2
1D DDETR
F1 (Previous Known)
30.6
7
28d ago
DESED Task 1
1D DDETR
F1 Score
33.8
7
28d ago
ASA2
(+) Chain-of-inference
Error Rate
25
7
1mo ago
WildDESED (test)
System #2 (Ground Truth)
Score (SNR 10 dB, P1)
0.356
7
3mo ago
URBAN-SED (test)
CTrans
Eb (%)
31.33
6
28d ago
TUT Sound Events 2017 (test)
SpotSound-A
R1@0.5
30.7
6
1mo ago
UrbanSED (test)
FineLAP
PSDS1
0.446
6
2mo ago
DESED (evaluation)
PEA-Frame
PSDS1
34.4
6
2mo ago
DCASE challenge task 4 2023 (val)
MAT-SED
PSDS1
0.587
6
3mo ago
SED dataset 8 channels (val)
PHSEDnet
F1 Score
66.9
5
3mo ago
TUT Sound Events 2017 (challenge)
CRNN
Error Rate
79
5
3mo ago
TUT Sound Events 2017 (dev)
CRNN
Error Rate
50
5
3mo ago
DESED real (val)
FDY-CRNN
PSDS1
45.2
4
3mo ago
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