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Performance comparison of different methods on the CIFAR-10 dataset.
| Method | CIFAR-10 training set accuracy (%) | CIFAR-10 test set accuracy (%) | Parameters/million | Training time (seconds/200 iterations) |
|---|---|---|---|---|
| SVM | 74.24 | 69.35 | 8.7 | 9 |
| VGG19-migration | 83.21 | 78.63 | 139 | 41 |
| Inception-V3-migration | 87.73 | 83.24 | 23.2 | 72 |
| ResNet34-migration | 89.52 | 84.25 | 24.3 | 79 |
| The method of this study | 90.55 | 85.92 | 28.1 | 82 |
