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

BMC Bioinformatics

Table 11 Resnet50 model with different algorithm hyperparameters: accuracy for training and testing sets

Case number	Hyperparameters				Accuracy for training set	Accuracy for testing set
Case number	Optimizer	MiniBatchSize	MaxEpochs	InitialLearnRate	Accuracy for training set	Accuracy for testing set
1	sgdm	40	3	10^–4	0.9509	0.9824
2	sgdm	40	5	10^–4	0.9568	0.9917

ISSN: 1471-2105