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Table 12 Resnet101 model with different algorithm hyperparameters: accuracy for training and testing sets

From: Classification of age-related macular degeneration using convolutional-neural-network-based transfer learning

Case number

Hyperparameters

Accuracy for training set

Accuracy for testing set

Optimizer

MiniBatchSize

MaxEpochs

InitialLearnRate

1

sgdm

40

3

10–4

0.9527

0.9876

2

sgdm

40

5

10–4

0.9587

0.9928