Table 6.
Hyperparameters considered for the learning algorithms.
| Hyperparameters | CNN-MNIST | CNN-Angio | FCNN-WBC |
|---|---|---|---|
| Objective function | CE | BCE | MSE |
| Weight initialization method | Xavier | Xavier | Xavier |
| Optimizer | Minibatch gradient descent | ||
| Momentum | 0.9 | 0.9 | 0.9 |
| Learning rate | 0.01 | 0.01 | 0.01 |
| Batch size | 32 | 16 | 32 |
| Dropout rate | — | — | 25% |
| Epochs | 100 | 100 | 4500 |