Table 2.
CNN | AlexNet | AlexNet-SVM | |
---|---|---|---|
Learning parameters | Values | Values | Values |
Training ratio (%) | 80 | 80 | 80 |
Initial learning rates | 0.001 | 0.01 | 0.01 |
Number of epochs | 100 | 200 | 140 |
Training accuracy (%) | 92.89 | 94.12 | 96.34 |
Testing accuracy (%) | 90.65 | 92.13 | 93.48 |
Achieved mean square error (MSE) | 0.092 | 0.087 | 0.054 |