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Comparison for the SDBP model and the STBP model on different datasets.
| Model | Dataset | Network structure | Training skills | Accuracy | |
|---|---|---|---|---|---|
| Mean | Interval* | ||||
| Spiking MLP | Objective recognition | 784-400-10 | None | 97.11% | [96.04%,97.78%] |
| (SDBP) | MNIST | 784-400-10 | None | 98.29% | [98.23%, 98.39%] |
| Spiking MLP | Objective recognition | 784-400-10 | None | 98.32% | [97.94%, 98.57%] |
| (STBP) | MNIST | 784-400-10 | None | 98.48% | [98.42%, 98.51%] |
Results with epochs [201,210].
