Table 9 Comparative results of CNN, CWNN and WCNN on MNIST dataset.
From: Research on improved convolutional wavelet neural network
Statistics | CNN | CWNN | WCNN |
|---|---|---|---|
Maximum MSE | 0.1759 | 0.201 | 0.3456 |
Minimum MSE | 0.1532 | 0.125 | 0.03456 |
Mean MSE | 0.1643 | 0.1414 | 0.0885 |
Maximum error rate | 0.1807 | 0.2453 | 0.287 |
Minimum error rate | 0.1499 | 0.1068 | 0.0366 |
Mean error rate | 0.1643 | 0.1291 | 0.0772 |