Research Article
ECT Image Reconstruction Algorithm Based on Multiscale Dual-Channel Convolutional Neural Network
Table 5
Experimental results of different optimizers and learning rates.
| Learning rate | 0.0001 | 0.001 | 0.01 | 0.1 | 1 |
| Optimizer | Train | Test | Train | Test | Train | Test | Train | Test | Train | Test | SGD | 10.54 | 7.74 | 10.32 | 9.57 | 28.42 | 38.26 | 94.12 | 95.26 | 95.73 | 95.52 | Adam | 95.04 | 95.42 | 96.56 | 95.79 | 91.40 | 95.66 | 11.83 | 10.86 | 8.69 | 10.34 | Adadelta | 95.21 | 95.57 | 96.77 | 96.00 | 96.44 | 95.17 | 13.58 | 9.94 | 9.80 | 10.71 |
|
|