Audio Classification on AudioMNIST 40-150-10 (test)
95.23Reference AccuracySpiker+
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Spiker+Design=Spiker+, Network Type=FC-FF-R, Weight bits=5, Memb. Potential bits=8, Spikes time-steps=732026.06 | 95.23 | 89.82 | 10,124 | — | — | 16 | 290 | 0.08 | |
| VQ4SNNDesign=Proposed, Config=L1:d=4 k=2^10, Network Type=FC-FF, Weight bits=6, Memb. Potential bits=12, Spikes time-steps=1002026.06 | 93.12 | 90.6 | 7,562 | 3,375 | — | 7.5 | 185 | 0.632 |