Classification on DVS-Gesture (test)
99.3AccuracyS-Transformer
Evaluation results
| Method | Links | |
|---|---|---|
| S-TransformerParam. (M)=2.57, T=162026.05 | 99.3 | |
| QKFormerParam. (M)=1.99, T=162026.05 | 98.61 | |
| SpikformerParam. (M)=2.57, T=162026.05 | 98.3 | |
| 7B-Net (SEW ResNet)Parameters=0.13M, T=162021.02 | 97.92 | |
| PLIF-SNNParameters=1.70M, T=202021.02 | 97.57 | |
| UncertParam. (M)=1.99, T=162026.05 | 96.88 | |
| Spiking ResNet-17 with td-BNParameters=11.18M, T=402021.02 | 96.87 | |
| Deep SNNParameters=23.23M, T=602021.02 | 93.4 | |
| Fluctuation-driven initializationNumber of hidden layers=6, target fluctuation parameter (sigma_U)=12022.06 | 86.7 | |
| Fluctuation-driven initializationNumber of hidden layers=8, target fluctuation parameter (sigma_U)=12022.06 | 86.4 | |
| Kaiming & Homeostatic PlasticityNumber of hidden layers=82022.06 | 82.3 | |
| Hopularreplicates=32022.06 | 71.2 | |
| LightGBMreplicates=32022.06 | 69.01 | |
| CatBoostreplicates=32022.06 | 68.86 | |
| XGBoostreplicates=32022.06 | 68.05 | |
| NPTssetting=non-transductive, replicates=32022.06 | 67.83 | |
| KaimingNumber of hidden layers=62022.06 | 54.6 | |
| KaimingNumber of hidden layers=82022.06 | 9.1 |