Image Classification on CIFAR-10 (Acc, ANN)
95.67AccuracyPMSM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PMSMBackbone=VGG-16, Polarity=true, Multi-Spike=true, T (Timesteps)=12025.08 | 95.67 | 95.67 | |
| SRPBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.08 | 95.52 | 95.52 | |
| DNI-SNMBackbone=VGG-16, Polarity=true, Multi-Spike=false, T (Timesteps)=82025.08 | 95.14 | 95.67 | |
| COSBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.08 | 94.9 | 95.51 | |
| Off-LTLBackbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.08 | 94.82 | 95.36 | |
| PMSMBackbone=ResNet-20, Polarity=true, Multi-Spike=true, T (Timesteps)=12025.08 | 93.78 | 93.78 | |
| RMP-L*Backbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=42025.08 | 93.33 | — | |
| Off-LTLBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.08 | 93.04 | 94.05 | |
| On-LTLBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.08 | 92.85 | 94.05 | |
| RMP-L*Backbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=42025.08 | 91.89 | — | |
| TransferL*Backbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=82025.08 | 91.55 | — | |
| ASGBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=82025.08 | 91.55 | 91.56 | |
| SRPBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.08 | 91.37 | 91.77 | |
| On-LTLBackbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.08 | 91.33 | 95.36 | |
| OPIBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.08 | 90.96 | 94.57 | |
| COSBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.08 | 89.88 | 91.77 | |
| EMOREBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.08 | 88.46 | 95.21 | |
| QCFSBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.08 | 88.41 | 95.52 | |
| SlipReLUBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=12025.08 | 88.17 | 93.82 | |
| SlipReLUBackbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=12025.08 | 80.99 | 82.07 | |
| OPIBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.08 | 66.24 | 92.74 | |
| EMOREBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.08 | 65.99 | 85.18 | |
| QCFSBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.08 | 62.43 | 91.77 |