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Table 7 Comparison of time cost of activation functions

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

Model

Activation Function

ReLU

Mish

EMish

MobileNetV3

554.4s

563.0s

592s

ResNet50

1021.8s

1150.2s

1239.7s

DenseNet121

1059.6s

1318.7s

1425.1s

VGG19

1735.4s

2019.1s

2087.6s