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Table 6 Performance analysis of proposed model on different optimizers

From: Autonomous detection of nail disorders using a hybrid capsule CNN: a novel deep learning approach for early diagnosis

S.No

Optimizer

Accuracy

Precision

Recall

F-1 Score

1.

Adam

99.25 ± 0.50

97.35 ± 0.40

96.79 ± 0.45

97.07 ± 0.38

2.

Adagrad

95.67 ± 0.62

94.23 ± 0.58

95.01 ± 0.55

94.62 ± 0.60

3.

SGD

97.90 ± 0.47

97.65 ± 0.42

96.78 ± 0.45

97.21 ± 0.41

4.

RMSprop

98.56 ± 0.53

97.03 ± 0.48

97.79 ± 0.43

97.41 ± 0.46

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BMC Medical Informatics and Decision Making

ISSN: 1472-6947

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