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