Table 4 Simulation results of CNN and CWNN on CIFAR-10.
From: Research on improved convolutional wavelet neural network
Numbers of SPs and statistical item | Total numbers of ACs | Error Rate of CNN (accuracy) | MSE of CNN | Error rate of CWNN (accuracy) | MSE of CWNN |
|---|---|---|---|---|---|
1 | 1000 | 0.1957 | 0.267 | 0.175239 | 0.242 |
2 | 1000 | 0.2611 | 0.4465 | 0.170323 | 0.2325 |
3 | 1000 | 0.1959 | 0.27 | 0.180921 | 0.257 |
4 | 1000 | 0.1888 | 0.263 | 0.177892 | 0.2455 |
5 | 1000 | 0.1985 | 0.2805 | 0.212793 | 0.2875 |
6 | 1000 | 0.2093 | 0.3135 | 0.192254 | 0.268 |
7 | 1000 | 0.2014 | 0.297 | 0.185923 | 0.267 |
8 | 1000 | 0.1884 | 0.26 | 0.172283 | 0.2335 |
9 | 1000 | 0.2048 | 0.2855 | 0.179464 | 0.25 |
10 | 1000 | 0.2068 | 0.3015 | 0.205191 | 0.2885 |
Average | 1000 | 0.20510 (0.79489) | 0.29845 | 0.18522 (0.81477) Smaller | 0.25715 Smaller |
