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Table 13 Recognition accuracy results (%) of WS-HEQ for different SNR condition at the pink noise environment

From: Intra-frame cepstral sub-band weighting and histogram equalization for noise-robust speech recognition

Method

 

Clean

20 dB

15 dB

10 dB

5 dB

Average

MFCC

 

76.38

59.44

44.24

22.34

5.85

32.97

CHN

 

76.52

61.40

52.71

38.06

24.30

44.12

WS-HEQ I ( 1 )

α=1.0

77.15

62.83

53.96

39.62

25.09

45.38

 

α=0.6

76.94

63.48

54.99

40.76

27.10

46.58

WS-HEQ I ( 2 )

α=1.0

77.50

63.62

54.45

39.79

25.91

45.94

 

α=0.6

76.07

63.11

55.22

40.35

26.94

46.41

WS-HEQ I ( 3 )

α=1.0

77.08

61.38

51.89

38.06

24.44

43.94

 

α=0.6

76.84

62.55

54.34

40.60

26.61

46.03

WS-HEQ I ( 4 )

α=1.0

76.91

62.38

53.15

38.43

23.81

44.44

 

α=0.6

76.59

63.15

54.50

40.14

26.14

45.98

WS-HEQ II ( 1 )

α=1.0

77.96

63.04

54.15

39.83

25.63

45.66

 

α=0.6

76.54

63.62

55.27

41.51

26.84

46.81

WS-HEQ II ( 2 )

α=1.0

77.31

63.27

54.24

39.65

25.75

45.73

 

α=0.6

76.33

62.62

55.29

40.81

26.82

46.39

WS-HEQ II ( 3 )

α=1.0

77.92

62.50

53.19

39.86

24.98

45.13

 

α=0.6

77.01

63.48

54.90

41.02

27.08

46.62

WS-HEQ II ( 4 )

α=1.0

77.10

62.55

52.80

38.18

24.91

44.61

 

α=0.6

77.24

63.13

54.52

40.88

26.91

46.36

  1. These recognition accuracy results (%) of the MFCC baseline, CHN, and eight forms of WS-HEQ are for different SNR conditions at the pink noise environment as to the subset of the TCC database.