Table 3 Simulation results of CNN and CWNN on MNIST.
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 | Running times of CNN | Error rate of CWNN (accuracy) | MSE of CWNN | Running times of CWNN |
|---|---|---|---|---|---|---|---|
1 | 6000 | 0.1584 | 0.1604 | 163.2180 | 0.1114 | 0.1368 | 217.7990 |
2 | 6000 | 0.1592 | 0.1593 | 164.2330 | 0.2453 | 0.2010 | 228.4130 |
3 | 6000 | 0.1578 | 0.1591 | 173.3970 | 0.1221 | 0.1250 | 218.7320 |
4 | 6000 | 0.1499 | 0.1532 | 173.3970 | 0.1088 | 0.1287 | 253.8580 |
5 | 6000 | 0.1701 | 0.1691 | 190.1890 | 0.1068 | 0.1330 | 244.1440 |
6 | 6000 | 0.1771 | 0.1759 | 185.5980 | 0.1425 | 0.1586 | 238.8930 |
7 | 6000 | 0.1599 | 0.1631 | 194.7600 | 0.1184 | 0.1386 | 534.7950 |
8 | 6000 | 0.1762 | 0.1747 | 191.8820 | 0.1173 | 0.1388 | 119.7400 |
9 | 6000 | 0.1541 | 0.1581 | 196.8820 | 0.1088 | 0.1267 | 282.4970 |
10 | 6000 | 0.1807 | 0.1702 | 237.1220 | 0.1101 | 0.1274 | 250.3990 |
Average | 6000 | 0.16434 (0.83566) | 0.16431 | 187.0700 | 0.12915(0.87085) Best | 0.14146 Smaller | 258.9270 |
