Intralayer-Connected Spiking Neural Network with Hybrid Training Using Backpropagation and Probabilistic Spike-Timing Dependent Plasticity

Table 3

Comparison of different models on the Fashion-MNIST dataset.

Models	Structure		Average accuracy (%)	Max accuracy (%)
ANN	Net2	—	—	89.01
Zhang and Peng [6]	Net2	5	89.75	89.80
Wang et al. [13]	Net2	5	89.47	89.56
Jin et al. [36]	Net2	400	—	88.99
ISNN	Net2	5	89.91	89.99
ISNN-HY	Net2	5	90.00	90.03

The bold values in the first column are the names of the proposed models. The bold values in the last two columns are the best average and max accuracies.