Table 3.

Comparison of accuracy of spiking CNN models on MNIST benchmark.

Network	Preprocessing	Ensemble	Test accuracy (%)
CNN (Garbin et al., 2014)	None	1	98.3
CNN (Diehl et al., 2015)	None	1	99.1
Sparsely connected network (Esser et al., 2015)	Affine transformation	64	99.42
CNN (This work)	Elastic distortion	1	99.31