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Table 6 Comparison of the separation approaches based on the six-channel UCA for different reverberation time

From: A multichannel learning-based approach for sound source separation in reverberant environments

Model

ΔSI-SNR (dB)

ΔPESQ

ΔSTOI

0.16 s

0.36 s

0.61 s

0.9 s

0.16 s

0.36 s

0.61 s

0.9 s

Avg.

WPE + MPDR

0.00

4.16

5.69

6.25

− 1.42

− 1.33

− 1.21

− 1.10

0.09

WPE + TIKR

− 0.41

2.44

3.26

3.10

− 1.28

− 1.14

− 0.96

− 0.83

0.11

WPE + IVA

3.88

4.86

5.18

4.88

0.81

0.80

0.70

0.51

0.17

Beam-TasNet

7.37

7.68

7.79

7.42

0.25

0.10

− 0.05

− 0.10

0.06

BF-net + U-net + DM

12.33

13.78

15.02

14.98

1.10

0.90

0.70

0.59

0.22

  1. The best scores for the respective subset are boldfaced