Fig 5. Development of the recognition accuracy with different time constants assigned for layer 5.

The vertical axis represents the recognition accuracy obtained from the evaluation protocol and the horizontal axis represents epochs during the training phase. By changing the time constant from large (τ = 100.0) to small (τ = 20.0) in increments of 20, the accuracy decreased dramatically.