Table 5.
Accuracy of different methods static datasets.
| Dataset | Method | Full precision layer | Acc(%) |
|---|---|---|---|
| Fashion-MNIST | BSNN | - | 92.38 |
| FLNBSNN | 1,7 | 92.92 | |
| ALBSNN | 1,2 | 93.10 | |
| ALBSNN + BWO | 1,2 | 93.39 | |
| FPSNN | all | 93.48 | |
| CIFAR-10 | BSNN | - | 89.65 |
| FLNBSNN | 1,6 | 91.01 | |
| ALBSNN | 1,6 | 91.64 | |
| ALBSNN + BWO | 1,6 | 92.12 | |
| FPSNN | all | 92.37 | |
| CIFAR-100 | BSNN | - | 59.98 |
| FLNBSNN | 1,7 | 68.19 | |
| ALBSNN | 1,7 | 68.65 | |
| ALBSNN + BWO | 1,7 | 69.55 | |
| FPSNN | all | 70.00 |