Table 7 Hyperparameter settings of traditional CNN models.
From: Improved facial emotion recognition model based on a novel deep convolutional structure
Model | Optimizer. | Lr. Rate | Loss Func. | Batch |
|---|---|---|---|---|
ResNet50 | SGD | 0.1 (with decay) | Cross-entropy | 32 |
Inceptionv3 | RMSprop | 0.001 | Cross-entropy | 32 |
VGG16 | SGD | 0.01 (with momentum) | Cross-entropy | 32 |
VGG19 | SGD | 0.01 (with momentum) | Cross-entropy | 32 |
EfficientNetB0 | Adam | 0.001 (with warmup) | Cross-entropy | 32 |
Xception | Adam | 0.001 | Cross-entropy | 32 |
DenseNet121 | SGD | 0.1 (with warmup and decay) | Cross-entropy | 32 |
