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Table 1 Simulation speed of classic and simplified networks

From: Simplified spiking neural network architecture and STDP learning algorithm applied to image classification

 

Classic (s)

Simplified (s)

5 classes, 8 neurons, 15,000 time units

48.1

2.25

6 classes, 9 neurons, 15,000 time units

48.9

2.4

6 classes, 16 neurons, 15,000 time units

66.1

3.9

6 classes, 100 neurons, 15,000 time units

137.1

13.03

12 classes, 50 neurons, 96,000 time units

1327.12

80.28

  1. All data are obtained on synthetic datasets taking the mean values of five runs.