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

Table 5

Comparison of different models on the N-MNIST dataset.

Models	Structure		Average accuracy (%)	Max accuracy (%)
Sumit and Orchard [42]	Net4	300	99.20	99.22
Zhang and Peng [6]	Net4	100	99.35	99.40
ISNN	Net4	100	99.36	99.42
ISNN-HY	Net4	100	99.39	99.44

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.