Event-based Action Recognition on DVS128 Gesture
98.86Top-1 AccExACT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ExACT2024.03 | 98.86 | 98.86 | — | |
| VL2Spike2026.06 | 98.51 | — | — | |
| Spikformer2026.06 | 98.3 | — | — | |
| EventTransAct2024.03 | 97.92 | — | — | |
| BKDSNN2026.06 | 97.8 | — | — | |
| TBR2024.03 | 97.73 | — | — | |
| SNN2026.06 | 96.87 | — | — | |
| EvT2024.03 | 96.2 | — | — | |
| DECOLLE2024.03 | 95.54 | — | — | |
| Slayer2024.03 | 93.64 | — | — | |
| SNN ERBP2024.03 | 92.7 | — | — | |
| Time-surfaces2024.03 | 90.62 | — | — | |
| ASA-SNNArchitecture=5 layers SCNN, Timestep=202025.03 | — | — | 97.7 | |
| IM-LIFArchitecture=ResNet-19, Timestep=402025.03 | — | — | 97.33 | |
| LIAF+TAArchitecture=TA-SNN-Net, Timestep=602025.03 | — | — | 98.61 | |
| MA-SNNArchitecture=5 layers SCNN, Timestep=202025.03 | — | — | 98.23 | |
| PLIFArchitecture=PLIFNet, Timestep=202025.03 | — | — | 97.57 | |
| SEWArchitecture=7B-Net, Timestep=162025.03 | — | — | 97.52 | |
| Spike-driven TransformerArchitecture=Transformer-2-512, Timestep=162025.03 | — | — | 99.3 | |
| STBP-tdBNArchitecture=ResNet-17, Timestep=402025.03 | — | — | 96.87 |