Table 1.
Network parameters used for the simulations.
Description | Parameter | Value |
---|---|---|
CONV 1 | ||
Threshold STDP | Tinh, STDP | 8 |
Threshold propagation | Tinh, prop | 8 |
Inter-map inhibition radius STDP (in nearest neighbors) | rinh, STDP | 2 |
Inter-map inhibition radius propagation (in nearest neighbors) | rinh, prop | 0 |
Ration LTP vs. LTD | α+/α− | −8 |
Filter size | dfilter | 5 |
Stride | sfilter | 1 |
Initial weights with STD (normally distributed) | winit | 0.8 ± 0.1 |
CONV 2 | ||
Threshold STDP | Tinh, STDP | 30 |
Threshold propagation | Tinh, prop | 30 |
Inter-map inhibition radius STDP (in nearest neighbors) | rinh, STDP | 2 |
Inter-map inhibition radius propagation (in nearest neighbors) | rinh, prop | 0 |
Ration LTP vs. LTD | α+/α− | −8 |
Filter size | dfilter | 5 |
Stride | sfilter | 1 |
Initial weights with STD (normally distributed) | winit | 0.8 ± 0.1 |
FC | ||
Threshold STDP | Tinh, STDP | 30 |
Threshold propagation | Tinh, prop | 30 |
Ration LTP vs. LTD | α+/α− | −8 |
Initial weights with STD (normally distributed) | winit | 0.67 ± 0.1 |
An inhibition radius of 0 indicates that only neurons at exactly the same position in other maps are inhibited.