Image Classification on CIFAR-100 (Acc & ANN Metrics)
76.71AccuracyPMSM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PMSMBackbone=VGG-16, Polarity=true, Multi-Spike=true, T (Timesteps)=12025.08 | 76.71 | 76.71 | |
| DNI-SNMBackbone=VGG-16, Polarity=true, Multi-Spike=false, T (Timesteps)=82025.08 | 76.35 | 77.29 | |
| SRPBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.08 | 76.25 | 76.28 | |
| Off-LTLBackbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.08 | 76.12 | 76.36 | |
| COSBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.08 | 74.24 | 76.28 | |
| Off-LTLBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.08 | 74.19 | 74.42 | |
| QCFSBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.08 | 73.96 | 76.28 | |
| On-LTLBackbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.08 | 73.22 | 76.36 | |
| RMP-L*Backbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=42025.08 | 72.55 | — | |
| On-LTLBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.08 | 71.09 | 74.42 | |
| PMSMBackbone=ResNet-20, Polarity=true, Multi-Spike=true, T (Timesteps)=12025.08 | 69.91 | 69.91 | |
| RMP-L*Backbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=42025.08 | 66.65 | — | |
| TransferL*Backbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=82025.08 | 64.79 | — | |
| ASGBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=82025.08 | 64.79 | 64.81 | |
| SlipReLUBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=12025.08 | 64.21 | 68.46 | |
| SRPBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.08 | 62.94 | 69.94 | |
| EMOREBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.08 | 62.27 | 74.86 | |
| OPIBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.08 | 60.49 | 76.31 | |
| COSBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.08 | 59.22 | 69.97 | |
| QCFSBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.08 | 55.37 | 69.94 | |
| SlipReLUBackbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=12025.08 | 48.12 | 50.79 | |
| OPIBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.08 | 23.09 | 70.43 | |
| EMOREBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.08 | 21.78 | 62.34 |