Hardware Utilization and Performance on MNIST Base 784-128-10 (test)
96.83Reference AccuracySpiker+
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Spiker+Design=Spiker+, Network Type=FC-FF, Weight bits=4, Memb. Potential bits=6, Spikes time-steps=1002026.06 | 96.83 | 93.85 | 4,314 | 3,298 | — | 18 | 180 | 0.78 | |
| VQ4SNNDesign=Proposed, Config=L1:d=8 k=2^11, Network Type=FC-FF, Weight bits=5, Memb. Potential bits=11, Spikes time-steps=252026.06 | 96.35 | 95.29 | 7,055 | 3,606 | — | 8.5 | 158 | 0.246 | |
| ModNEFDesign=ModNEF, Network Type=FC-FF, Weight bits=10, Memb. Potential bits=N.R.a, Spikes time-steps=1002026.06 | 95.51 | 95.76 | 5,947 | 3,060 | — | 42.5 | 141 | 0.115 |