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Table 5 Model performance comparison under different attention mechanisms based on FOA and MIC format dataset

From: Attention mechanism combined with residual recurrent neural network for sound event detection and localization

\(\rho\)

On FOA format dataset

On MIC format dataset

 

DE (\(^\circ\))

FR (\(\%\))

ER

F1-score (\(\%\))

DE (\(^\circ\))

FR (\(\%\))

ER

F1-score (\(\%\))

1

4.9

90.1

0.22

87.9

5.0

89.1

0.25

86.7

2

4.8

89.3

0.23

88.3

4.9

88.3

0.26

87.4

4

4.9

89.6

0.21

88.4

5.3

88.6

0.23

87.3

8

5.0

88.9

0.22

85.6

5.1

87.9

0.25

84.5

16

4.7

89.0

0.23

86.7

4.9

88.0

0.24

85.6