Spiking Sound Recognition on SHD (test)
95.9AccuracyEvent-SSM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Event-SSMAsynchronous events=true, Number of parameters=0.4 M2024.04 | 95.9 | — | — | — | |
| SE-adLIFRecurrent connections=Yes, Network-level delay=No, Temporal resolution=4 ms, Number of parameters=0.45 M2026.05 | 95.81 | — | — | — | |
| FiTSRecurrent connections=No, Network-level delay=No, Temporal resolution=4 ms, Number of parameters=0.04 M2026.05 | 95.31 | — | — | — | |
| Hammouamri et al.Asynchronous events=false, Number of parameters=0.2 M2024.04 | 95.1 | — | — | — | |
| DCLS-Delays (3L-2KC)Recurrent connections=No, Network-level delay=Yes, Temporal resolution=10 ms, Number of parameters=0.2 M2026.05 | 95.07 | — | — | — | |
| RadLIFRecurrent connections=Yes, Network-level delay=No, Temporal resolution=10 ms, Number of parameters=3.9 M2026.05 | 94.62 | — | — | — | |
| Bittar and GarnerAsynchronous events=false, Number of parameters=3.9 M2024.04 | 94.6 | — | — | — | |
| cAdLIFRecurrent connections=No, Network-level delay=No, Temporal resolution=10 ms, Number of parameters=0.04 M2026.05 | 94.19 | — | — | — | |
| DelRec (rec. delays only)Recurrent connections=Yes, Network-level delay=Yes, Temporal resolution=10 ms, Number of parameters=0.17 M2026.05 | 93.39 | — | — | — | |
| Bittar and GarnerAsynchronous events=false, Number of parameters=0.1 M2024.04 | 93.1 | — | — | — | |
| DH-SFNNRecurrent connections=No, Network-level delay=No, Temporal resolution=1 ms, Number of parameters=0.05 M2026.05 | 92.1 | — | — | — | |
| S5-RFRecurrent connections=Yes, Network-level delay=No, Temporal resolution=4 ms, Number of parameters=0.2 M2026.05 | 91.86 | — | — | — | |
| C-SiLIFRecurrent connections=No, Network-level delay=No, Temporal resolution=4 ms, Number of parameters=0.35 M2026.05 | 89.3 | — | — | — | |
| TC-LIFRecurrent connections=No, Network-level delay=No, Temporal resolution=5.6 ms, Number of parameters=0.11 M2026.05 | 83.08 | — | — | — | |
| Plain LIFRecurrent connections=No, Network-level delay=No, Temporal resolution=4 ms, Number of parameters=0.04 M2026.05 | 81.74 | — | — | — |