Classification on SSC
88.4Top-1 AccuracyEvent-SSM
Evaluation results
| Method | Links | |
|---|---|---|
| Event-SSMRecurrent=true, Hardware=false, #Params=0.6M2026.02 | 88.4 | |
| Event-SSMRecurrent=true, Hardware=false, #Params=0.1M2026.02 | 85.3 | |
| Spectro-temporal graph on SoC FPGA (SSC-11)Recurrent=false, Hardware=true, #Params=272k2026.02 | 84.3 | |
| DCLS-DelaysRecurrent=true, Hardware=false, #Params=2.5M2026.02 | 80.7 | |
| 2F512HD (Hammouamri et al.)Exact Gradients=false, Continuous Spike Times=false, Parallelized=false, Compute Depth=O(T), Memory=O(T)2026.02 | 80.69 | |
| SE-adLIFRecurrent=true, Hardware=false, #Params=1.6M2026.02 | 80.4 | |
| Temporal Skips with delay learningRecurrent=false, Hardware=false, #Params=1.4M2026.02 | 80.2 | |
| PfA SNNRecurrent=false, Hardware=false, #Params=0.7M2026.02 | 80.2 | |
| DCLS-DelaysRecurrent=true, Hardware=false, #Params=0.7M2026.02 | 79.8 | |
| S5-RFRecurrent=true, Hardware=false, #Params=1.8M2026.02 | 78.8 | |
| Spectro-temporal graph on SoC FPGA (SSC-11)Recurrent=false, Hardware=true, #Params=8.6k2026.02 | 78.4 | |
| Recurrent SNNRecurrent=true, Hardware=false, #Params=3.9M2026.02 | 77.4 | |
| PfA SNNRecurrent=false, Hardware=false, #Params=0.1M2026.02 | 77.4 | |
| Bullet TrainsModel Architecture=2F512HD, Exact Gradients=true, Continuous Spike Times=true, Parallelized=true, Compute Depth=O(C log K), Memory=O(N)2026.02 | 77.35 | |
| SpikGRURecurrent=true, Hardware=false, #Params=280k2026.02 | 77 | |
| 2F512HD (Mészáros et al.)Exact Gradients=true, Continuous Spike Times=false, Parallelized=false, Compute Depth=O(T), Memory=O(N)2026.02 | 76.1 | |
| SNN-CNNRecurrent=false, Hardware=false2026.02 | 72 | |
| Spectro-temporal graph on SoC FPGA (SSC-35)Recurrent=false, Hardware=true, #Params=272k2026.02 | 70.9 | |
| Spectro-temporal graph on SoC FPGA (SSC-35)Recurrent=false, Hardware=true, #Params=8.6k2026.02 | 66.3 | |
| Heter. RSNNRecurrent=true, Hardware=false2026.02 | 57.3 | |
| Adaptive SRNNRecurrent=true, Hardware=false2026.02 | 57.3 | |
| Recurrent SNNRecurrent=true, Hardware=false2026.02 | 50.9 |