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Benchmarks
Sound Event Detection on ASA2
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25
Error Rate
(+) Chain-of-inference
24.06
30.405
36.75
43.095
Sep 21, 2025
Error Rate
F1 Score
Updated 3d ago
Evaluation Results
Method
Method
Links
Error Rate
F1 Score
(+) Chain-of-inference
Param.=12.1 (+96.8) M,...
2025.09
25
74.1
DeepASA
Param.=8.2 (+96.8) M,...
2025.09
28.8
70.2
DeepASA (w/o ATST)
Param.=8.2 M, MAC/s=91...
2025.09
30.1
69.5
MFF-EINV2
Param.=54.8 M, MAC/s=1...
2025.09
42.1
43.2
SELD-Mamba
Param.=75.1 M, MAC/s=4...
2025.09
43.5
42.7
ResNet Conformer
Param.=13.6 M, MAC/s=7...
2025.09
45.7
41
EINV2
Param.=51.5 M, MAC/s=6...
2025.09
48.5
39.5
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