Table 6 Accuracy of transfer learning under different data types.

From: Lightweight neural networks with anti-colored noise for bearing fault diagnosis using deep separable convolution and transfer learning

 

MobileNet-DLCNN

ShuffleNet-DLCNN (%)

SqueezeNet-DLCNN (%)

1DRCAE32 (%)

WDCNN33 (%)

SVM34 (%)

A

94.3%

92.4

92.0

91.5

93.7

90.5

B

92.9%

93.2

93.2

92.9

94.1

90.9

C

92.5%

93.7

93.0

92.3

91.9

91.3

D

93.5%

92.8

94.7

92.0

92.6

92.0

E

93.9%

92.1

94.4

93.5

94.6

91.5

F

93.6%

94.0

95.1

93.3

93.2

91.3

G

92.8%

93.1

94.2

92.7

94.3

92.2

H

93.3%

93.8

94.9

92.5

94.2

91.9

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