Table 1.
Framework | SNN-TB (Rueckauer et al.11) | BindsNet (Hazan et al.7) | SINABS (SynSense SNN Library15) | SJ (Fang et al.16) | BrainPy (Wang et al.17) | SPAIC (Hong et al.20) | BrainCog | |
---|---|---|---|---|---|---|---|---|
Brain structure | neuron connection brain area |
✓ ✓ × |
✓ ✓ × |
✓ ✓ × |
✓ ✓ × |
✓ ✓ × |
✓ ✓ × |
✓ ✓ ✓ |
Learning mechanisms | biologically conversion BP RL |
× ✓ × × |
✓ ✓ × ✓ |
× × ✓ × |
× ✓ ✓ ✓ |
× × ✓ × |
✓ × ✓ × |
✓ ✓ ✓ ✓ |
Functions | brain-inspired AI brain simulation types |
✓ × little |
✓ × little |
✓ × little |
✓ × little |
× ✓ much |
✓ ✓ much |
✓ ✓ rich |