Image Classification on ImageNet (Accuracy and Energy)
80.8AccuracyTransformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TransformerArchitecture=Transformer-8-512, Param (M)=29.68, TimeStep=12025.12 | 80.8 | 38.34 | |
| SpikingResformer+DA-SSDPArchitecture=SpikingResformer-L, Param (M)=60.38, TimeStep=42025.12 | 79.29 | 8.76 | |
| SpikingResformer+SSDP(w/o DA)Architecture=SpikingResformer-L, Param (M)=60.38, TimeStep=42025.12 | 79.12 | 8.89 | |
| SpikingResformerArchitecture=SpikingResformer-L, Param (M)=60.38, TimeStep=42025.12 | 78.77 | 8.76 | |
| Spike-driven TransformerArchitecture=Spike-driven Transformer-8-768, Param (M)=66.34, TimeStep=42025.12 | 76.32 | 6.09 | |
| SpikingformerArchitecture=Spikingformer-8-768, Param (M)=66.34, TimeStep=42025.12 | 75.85 | 13.68 | |
| SpikformerArchitecture=Spikformer-8-768, Param (M)=66.34, TimeStep=42025.12 | 74.81 | 21.477 | |
| SpikingformerArchitecture=Spikingformer-8-512, Param (M)=29.68, TimeStep=42025.12 | 74.79 | 7.46 | |
| Spiking ResNetArchitecture=ResNet-50, Param (M)=25.56, TimeStep=3502025.12 | 72.75 | 70.934 | |
| SpikformerArchitecture=Spikformer-8-384, Param (M)=16.81, TimeStep=42025.12 | 70.24 | 7.734 |