Action Recognition on DVS128-Gesture
99.3Specific Accuracy (SA)Spike-driven Transformer
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Spike-driven TransformerTime Step=162025.01 | 99.3 | — | — | — | — | |
| Spikinghash-TiTime Step=162025.01 | 99.3 | — | — | — | — | |
| STS-TransformerTime Step=162025.01 | 98.7 | — | — | — | — | |
| Spikingformer-CMLTime Step=162025.01 | 98.6 | — | — | — | — | |
| SpikingResformerTime Step=162025.01 | 98.6 | — | — | — | — | |
| QKFormerTime Step=162025.01 | 98.6 | — | — | — | — | |
| SpikingformerTime Step=162025.01 | 98.3 | — | — | — | — | |
| SpikformerTime Step=162025.01 | 97.9 | — | — | — | — | |
| PLIFTime Step=202025.01 | 97.6 | — | — | — | — | |
| STBP-tdBNTime Step=402025.01 | 96.9 | — | — | — | — | |
| EVA (+ResNet-14)# Params=2.83 M2025.05 | 92.9 | 96.9 | 0.28 | 1.82 | 1.5 | |
| ALERT-Tr. (+RM)# Params=13.96 M2025.05 | 84.6 | 94.1 | 1.3 | 9.42 | 9.6 | |
| ALERT-Tr. (+LMM)# Params=0.57 M2025.05 | 72.6 | 89.2 | 0.0074 | 0.06 | 6 |