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ResearchFormerly WizWand

Image Classification on CIFAR-10 (Acc, ANN)

95.67AccuracyPMSM
61.100470.075279.0588.0248Aug 20, 2025
Updated 4mo ago

Evaluation results

MethodLinks
PMSMBackbone=VGG-16, Polarity=true, Multi-Spike=true, T (Timesteps)=12025.0895.6795.67
SRPBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.0895.5295.52
DNI-SNMBackbone=VGG-16, Polarity=true, Multi-Spike=false, T (Timesteps)=82025.0895.1495.67
COSBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.0894.995.51
Off-LTLBackbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.0894.8295.36
PMSMBackbone=ResNet-20, Polarity=true, Multi-Spike=true, T (Timesteps)=12025.0893.7893.78
RMP-L*Backbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=42025.0893.33—
Off-LTLBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.0893.0494.05
On-LTLBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.0892.8594.05
RMP-L*Backbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=42025.0891.89—
TransferL*Backbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=82025.0891.55—
ASGBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=82025.0891.5591.56
SRPBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.0891.3791.77
On-LTLBackbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=162025.0891.3395.36
OPIBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.0890.9694.57
COSBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.0889.8891.77
EMOREBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.0888.4695.21
QCFSBackbone=VGG-16, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.0888.4195.52
SlipReLUBackbone=VGG-16, Polarity=false, Multi-Spike=false, T (Timesteps)=12025.0888.1793.82
SlipReLUBackbone=ResNet-20, Polarity=false, Multi-Spike=false, T (Timesteps)=12025.0880.9982.07
OPIBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=82025.0866.2492.74
EMOREBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.0865.9985.18
QCFSBackbone=ResNet-20, Polarity=false, Multi-Spike=true, T (Timesteps)=12025.0862.4391.77