Gesture Recognition on DVS128 Gesture
100AccuracyVision SmolMamba
Evaluation Results
| Method | Links | |
|---|---|---|
| Vision SmolMambaT=162026.04 | 100 | |
| Spike-driven TransformerSpike-driven=true, T=162023.07 | 99.3 | |
| SDTT=162026.04 | 99.3 | |
| Spike-driven TFParams (M)=1.05, Timestep (T)=162026.05 | 99.3 | |
| NESTformer (g3)Params (M)=2.07, Timestep (T)=162026.05 | 99.3 | |
| S-TransformerT=162026.05 | 99.3 | |
| TCJA-SNNT=202026.04 | 99 | |
| SpikformerParams (M)=2.59, Timestep (T)=162026.05 | 98.96 | |
| STSAParams (M)=1.99, Timestep (T)=162026.05 | 98.7 | |
| TA-SNNProposals=This work (SOTA)2021.07 | 98.61 | |
| NESTformer (g2)Params (M)=1.21, Timestep (T)=162026.05 | 98.61 | |
| QKFormerParams (M)=1.50, Timestep (T)=162026.05 | 98.6 | |
| SpikingformerParams (M)=2.57, Timestep (T)=162026.05 | 98.6 | |
| QKformerT=162026.05 | 98.6 | |
| LSFormerT=162026.05 | 98.6 | |
| SpikformerSpike-driven=false, T=162023.07 | 98.3 | |
| SpikformerT=162026.04 | 98.3 | |
| SparseSpikformerT=162026.04 | 98.3 | |
| SpikformerT=162026.05 | 98.3 | |
| SpikingformerT=162026.05 | 98.3 | |
| SAFormerT=162026.05 | 98.3 | |
| NESTformer (g1)Params (M)=0.63, Timestep (T)=162026.05 | 98.26 | |
| SEW-ResNetTimestep (T)=162026.05 | 97.9 | |
| LSFormerT=102026.05 | 97.9 | |
| PLIFSpike-driven=true, T=202023.07 | 97.6 | |
| PLIFT=202026.04 | 97.6 | |
| LIAF-NetTimestep (T)=602026.05 | 97.6 | |
| PLIFParams (M)=17.40, Timestep (T)=202026.05 | 97.6 | |
| LIAFT=602026.05 | 97.6 | |
| PLIFT=202026.05 | 97.6 | |
| NESTformer (g0)Params (M)=0.39, Timestep (T)=162026.05 | 97.57 | |
| LIAF-NetProposals=Wu et al. 20202021.07 | 97.56 | |
| tdBNSpike-driven=false, T=402023.07 | 96.9 | |
| tdBNT=402026.04 | 96.9 | |
| DspikeTimestep (T)=102026.05 | 96.9 | |
| tdBNT=402026.05 | 96.9 | |
| SpikformerT=102026.05 | 96.9 | |
| ResNet17 SNNProposals=Zheng et al. 20202021.07 | 96.87 | |
| SpikingformerT=102026.05 | 96.2 | |
| DenseNet SNNProposals=Kugele et al. 20202021.07 | 95.56 | |
| SpArNetProposals=Khoei et al. 20202021.07 | 95.1 | |
| SACT=102026.04 | 95.1 | |
| 12 layers CNNProposals=Amir et al. 20172021.07 | 94.59 | |
| SlayerProposals=Shrestha et al. 20182021.07 | 93.64 | |
| LIF-NetProposals=He et al. 20202021.07 | 93.4 | |
| SNN on LoihiProposals=Massa et al. 20202021.07 | 89.64 |