Action Recognition on HMDB51-DVS (Accuracy)
74.18AccuracyS-CMRL + PBO
Evaluation results
| Method | Links | |
|---|---|---|
| S-CMRL + PBOCategory=Multi-modal SNN, Architecture=SD-Transformer-2-256, Params=4.09M, T=102026.01 | 74.18 | |
| S-CMRLCategory=Multi-modal SNN, Architecture=SD-Transformer-2-256, Params=4.09M, T=102026.01 | 72.33 | |
| WeiAttnCategory=Multi-modal SNN, Architecture=SD-Transformer-2-256, Params=3.32M, T=102026.01 | 71.94 | |
| CMCICategory=Multi-modal SNN, Architecture=SD-Transformer-2-256, Params=4.40M, T=102026.01 | 71.64 | |
| SCACategory=Multi-modal SNN, Architecture=Spikformer-2-256, Params=3.60M, T=102026.01 | 70.15 | |
| TEFormer2026.01 | 63.65 | |
| QKFormer2026.01 | 63.53 | |
| TIMCategory=SNN, Architecture=SD-Transformer-2-256, Params=2.59M, T=102026.01 | 61.93 | |
| TIM2026.01 | 59.68 | |
| Spikinghash-XLType=SNN, Time Step=82025.01 | 59.1 | |
| TIMCategory=SNN, Architecture=Spikformer-2-256, Params=2.58M, T=102026.01 | 58.6 | |
| Spikinghash-LType=SNN, Time Step=82025.01 | 57.6 | |
| SpikePointType=SNN, Time Step=-2025.01 | 55.6 | |
| RG-CNN+Incep.3DType=ANN, Time Step=t = 2402025.01 | 45.5 | |
| RM-SNNCategory=SNN, Architecture=ResNet-18, T=82026.01 | 44.7 | |
| RM-Res-SNN-18Type=SNN, Time Step=82025.01 | 44.7 | |
| Res-SNN-18Type=SNN, Time Step=82025.01 | 42.6 | |
| C3D2026.01 | 41.7 | |
| P3D-632026.01 | 40.4 | |
| I3DType=ANN, Time Step=t = 2402025.01 | 38.6 |