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. 2022 Nov 18;151:106324. doi: 10.1016/j.compbiomed.2022.106324

Table 2.

Experiment with hyperparameters optimization and settings.

Hyperparameters and Settings
Loss Function
Categorical Smooth Loss
Categorical Cross-Entropy
Optimizers
Adam
SGD
Adam
SGD
Learning rate 0.0001 0.001 0.0001 0.001 0.0001 0.001 0.0001 0.001
Batch size 8 8 8 8
Reduce Learning Rate 0.2 0.2 0.2 0.2
Epsilon 0.001 0.001 0.001 0.001
Patience 10 10 10 10
Verbose 1 1 1 1
Es-Callback (Patience) 10 10 10 10
Clip Value 0.2 0.2 0.2 0.2
Epoch 100 100 100 100
Patch Size (2, 2) (2, 2) (2, 2) (2, 2)
Drop Rate 0.01 0.01 0.01 0.01
Number of Heads 8 8 8 8
Embed_dim 64 64 64 64
Num_MLP 256 256 256 256
Window Size Window Size//2 Window Size//2 Window Size//2 Window Size//2
Input Size (224 x 224) (224 x 224) (224 x 224) (224 x 224)