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Table 1 The statistics (average ± STD) of the quality measures of the melanoma versus non-melanoma recognition obtained in 10 repetitions of the experiments

From: Random CNN structure: tool to increase generalization ability in deep learning

 

ACC [%]

SENS[%]

SPEC[%]

PREC[%]

F1 [%]

AUC

ReLU

91.4 ± 5.92

91.2 ± 8.52

91.8 ± 8.88

92.6 ± 8.62

91.9 ± 5.84

0.955 ± 

0.0414

Softplus

89.9 ± 5.79

89.4 ± 7.63

90.5 ± 6.21

91.4 ± 7.32

90.4 ± 5.75

0.947 ± 

0.0487

Random

91.8 ± 5.40

92.4 ± 6.71

91.1 ± 8.55

92.3 ± 7.13

92.3 ± 5.02

0.971 ± 

0.0312