Research Article
[Retracted] Impact of Activation, Optimization, and Regularization Methods on the Facial Expression Model Using CNN
Table 3
Hyperparameters testing accuracy on the JAFEE dataset.
| Activation | Optimization | Dropout | Testing accuracy |
| Softmax | Adam | 0.1 | 0.94% | Softmax | AdaGrad | 0.1 | 0.91% | Softmax | Nadam | 0.1 | 0.92% | Softplus | Adamax | 0.1 | 0.91% | Sigmoid | Adam | 0.1 | 0.90% | Relu | Adam | 0.1 | 0.93% | Relu | AdaGrad | 0.1 | 0.91% | Relu | Nadam | 0.1 | 0.90% | Relu | Adamax | 0.1 | 0.90% | Softmax | Adam | 0.2 | 0.95% | ……… | ……… | ………. | …….. | hard_sigmoid | Adamax | 0.4 | 0.88% |
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