Image Classification on CIFAR10-DVS (Accuracy and Energy)
84.5AccuracySpikingResformer+SSDP(w/o DA)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SpikingResformer+SSDP(w/o DA)Architecture=SpikingResformer-CIFAR, Param (M)=17.31, TimeStep=102025.12 | 84.5 | 2.421 | |
| SpikingResformer+DA-SSDPArchitecture=SpikingResformer-CIFAR, Param (M)=17.31, TimeStep=102025.12 | 84.5 | 2.456 | |
| SpikingResformerArchitecture=SpikingResformer-CIFAR, Param (M)=17.31, TimeStep=102025.12 | 84.4 | 2.403 | |
| SpikingformerArchitecture=Spikingformer, TimeStep=162025.12 | 81.3 | — | |
| TransformerArchitecture=Transformer-4-384, Param (M)=9.32, TimeStep=12025.12 | 81.02 | — | |
| TP-SpikformerS=✓, T=16, Navg=×0.782026.02 | 81 | — | |
| SpikformerS=-, T=16, Navg=×12026.02 | 80.9 | — | |
| STATAS=✗, T=16, Navg=×0.50†2026.02 | 80.7 | — | |
| TP-SpikformerS=✓, T=16, Navg=×0.502026.02 | 80.7 | — | |
| SpikformerArchitecture=Spikformer-4-384, Param (M)=9.32, TimeStep=162025.12 | 80.6 | — | |
| Spike-driven TransformerArchitecture=Spike-driven Transformer, TimeStep=162025.12 | 80 | — | |
| SparseSpikformerS=✗, T=16, Navg=×0.852026.02 | 79.3 | — | |
| SparseSpikformerS=✗, T=16, Navg=×0.632026.02 | 79.1 | — | |
| SparseSpikformerS=✗, T=16, Navg=×0.702026.02 | 78.4 | — |