Image Classification on N-Caltech-101
87.6Top-1 AccLSFormer
Evaluation results
| Method | Links | |
|---|---|---|
| LSFormerT=102026.05 | 87.6 | |
| tdBN (w/ NDA)Model=VGG-11, T Step=10, Resolution=128x1282022.03 | 83.7 | |
| CP-DSAArchitecture=ResNet-20, Timestep=102025.12 | 83.47 | |
| CP-DSAArchitecture=ResNet-20, Timestep=82025.12 | 82.5 | |
| PFAArchitecture=VGGSNN, Timestep=142025.12 | 80.5 | |
| EventMixArchitecture=ResNet-18, Timestep=102025.12 | 79.47 | |
| SSNNArchitecture=VGG-9, Timestep=82025.12 | 79.25 | |
| TIMArchitecture=Spikformer, Timestep=102025.12 | 79 | |
| TIMT=102026.05 | 79 | |
| Event TransformerT=–2026.05 | 78.9 | |
| tdBN (w/ NDA)Model=ResNet-19, T Step=10, Quadrupled channel number=true2022.03 | 78.6 | |
| NDAArchitecture=ResNet-19, Timestep=102025.12 | 78.6 | |
| tdBN (w/ NDA)Model=VGG-11, T Step=102022.03 | 78.2 | |
| RMSNNT=102026.05 | 77.9 | |
| ResNet-18T=102026.05 | 75.3 | |
| tdBN (w/o NDA)Model=VGG-11, T Step=10, Resolution=128x128, Our implementation=true2022.03 | 72.9 | |
| tdBN (w/o NDA)Model=VGG-11, T Step=10, Our implementation=true2022.03 | 67.2 | |
| DARTModel=N/A, T Step=N/A2022.03 | 66.8 | |
| HATSModel=N/A, T Step=N/A2022.03 | 64.2 | |
| tdBN (w/o NDA)Model=ResNet-19, T Step=10, Quadrupled channel number=true, Our implementation=true2022.03 | 62.8 | |
| SALTModel=VGG11, T Step=202022.03 | 55 | |
| SALTArchitecture=VGG-11, Timestep=202025.12 | 55 | |
| Gabor-SNNModel=2-layer CNN, T Step=N/A2022.03 | 28.4 | |
| HOTSModel=N/A, T Step=N/A2022.03 | 21 |