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Table 6 Experimental results of the improved activation function in other models

From: Accurate identification of cashmere and wool fibers based on enhanced ShuffleNetV2 and transfer learning

Model

Activation Function

ReLU

Mish

EMish

MobileNetV3

94.792%

95.312%

95.833%

Increase

0

+0.52

+1.041

ResNet50

80.208%

85.417%

87.500%

Increase

0

+5.209

+7.292

DenseNet121

83.333%

85.938%

89.062%

Increase

0

+2.605

+5.729

VGG19

75.000%

80.208%

81.771%

Increase

0

+5.208

+6.771