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Table 12 Activation HSD test on medical datasets

From: Evaluation of maxout activations in deep learning across several big data domains

Activation

Average accuracy (%)

Accuracy HSD

Average 100 batches time (s)

Average 100 batches training time

SeLU

69.70

a

0.12

13.01

Tanh

69.02

ab

0.11

22.62

Maxout 3-1

68.97

ab

0.14

24.77

Maxout 2-1

68.55

ab

0.12

21.50

ReLU 2x

68.55

ab

0.11

24.66

Maxout 3-2

68.52

ab

0.19

30.79

Maxout 6-1

68.37

b

0.13

25.05

ReLU

68.22

b

0.11

23.53

LReLU

67.82

b

0.12

27.15