Neuromorphic Image Classification on DVS-CIFAR10 (Accuracy)
86.7AccuracySeAl-KD
Evaluation results
| Method | Links | |
|---|---|---|
| SeAl-KDArchitecture=ResNet-18, T=10, Knowledge Distillation=true2026.05 | 86.7 | |
| LogitSNNArchitecture=ResNet-18, T=10, Knowledge Distillation=true2026.05 | 86.4 | |
| SeAl-KDArchitecture=ResNet-18, T=4, Knowledge Distillation=true2026.05 | 84 | |
| Stable SpikeArchitecture=VGGSNN, T=42026.03 | 83.7 | |
| LogitSNNArchitecture=ResNet-18, T=4, Knowledge Distillation=true2026.05 | 83.5 | |
| MPSArchitecture=VGGSNN, T=42026.03 | 83.2 | |
| TETArchitecture=VGG-11, T=10, Knowledge Distillation=false2026.05 | 83.17 | |
| HD-LIFArchitecture=VGG-SNN, Param.(MB)=2.49, Type=Online Training, Time-steps=102024.10 | 83 | |
| SWformerArchitecture=SWformer, T=102026.03 | 82.9 | |
| Stable SpikeArchitecture=QKFormer, T=42026.03 | 82.9 | |
| SNN-ViTArchitecture=SNN-ViT, T=162026.03 | 82.3 | |
| SLTTArchitecture=VGG-11, T=10, Knowledge Distillation=false2026.05 | 82.2 | |
| STAA-SNNArchitecture=VGG-13, T=162026.03 | 82.1 | |
| HD-LIFArchitecture=ResNet-18, Param.(MB)=2.81, Type=Online Training, Time-steps=102024.10 | 81.7 | |
| TSSDArchitecture=ResNet-18, T=16, Knowledge Distillation=true2026.05 | 81.6 | |
| SpikingResformerArchitecture=SpikingResformer, T=102026.03 | 81.5 | |
| SAKDArchitecture=VGG-11, T=4, Knowledge Distillation=true2026.05 | 81.5 | |
| SLTArchitecture=VGGSNN, T=102026.03 | 81.46 | |
| DeepTAGEArchitecture=VGG-11, T=102026.03 | 81.23 | |
| QKFormerArchitecture=QKFormer, T=42026.03 | 81.2 | |
| SpikformerT=16, Knowledge Distillation=false2026.05 | 80.9 | |
| SEMMArchitecture=Spikingformer, T=102026.03 | 80.7 | |
| MPSArchitecture=SpikingResformer, T=52026.03 | 80.6 | |
| EnOF-SNNArchitecture=ResNet20, T=102026.03 | 80.5 | |
| SAKDArchitecture=ResNet-19, T=4, Knowledge Distillation=true2026.05 | 80.3 | |
| Spike-driven TransformerT=16, Knowledge Distillation=false2026.05 | 80 | |
| NDOTArchitecture=VGG-SNN, Param.(MB)=37.05, Type=Online Training, Time-steps=102024.10 | 77.5 | |
| Stable SpikeArchitecture=VGG-9, T=42026.03 | 77.1 | |
| MPSArchitecture=VGG-9, T=52026.03 | 76.77 | |
| OTTTArchitecture=VGG-SNN, Param.(MB)=37.05, Type=Online Training, Time-steps=102024.10 | 76.3 | |
| DspikeArchitecture=ResNet-18, Param.(MB)=44.66, Type=STBP Training, Time-steps=102024.10 | 75.4 | |
| DspikeArchitecture=ResNet-18, T=10, Knowledge Distillation=false2026.05 | 75.4 | |
| SSNNArchitecture=VGG-9, T=52026.03 | 73.63 | |
| TSSDArchitecture=ResNet-18, T=8, Knowledge Distillation=true2026.05 | 72.9 | |
| BKDSNNArchitecture=Wide-7B-Net, T=82026.03 | 72.2 | |
| STBP-tdBNArchitecture=ResNet-19, Param.(MB)=50.48, Type=STBP Training, Time-steps=102024.10 | 67.8 | |
| STBP-tdBNArchitecture=ResNet-19, T=10, Knowledge Distillation=false2026.05 | 67.8 |