Table 4 Classification accuracy (%) of different models under composite industrial noise (CIN).

From: Cable partial discharge identification network based on adaptive residual diffusion denoising and morphological attention

Model/SNR(dB)

3

0

−3

−6

−9

−12

SVM

78.2

68.5

59.4

49.1

41.3

35.5

ResNet-1D

89.4

79.1

68.8

59.3

52.5

48.2

Swin transformer

90.1

81.0

72.5

63.2

56.1

51.4

MSA-ResNet-1D

91.3

84.2

77.4

69.0

61.8

55.3

ARDDMA-Net

94.1

91.3

87.7

83.6

78.1

71.5