Action Recognition on UCF101-DVS
91.6AccuracySECNet
Evaluation results
| Method | Links | |
|---|---|---|
| SECNetType=EC, Param.=1.126, GMACs=0.48, FPS=1202024.12 | 91.6 | |
| SECNetType=EC2024.12 | 91.6 | |
| EventMambaType=P, Param.=3.28, GMACs=1.861, FPS=692024.12 | 90.3 | |
| EventMambaType=PC2024.12 | 90.3 | |
| VMST-NetType=V, Param.=3.61, GMACs=0.31, FPS=232024.12 | 78.7 | |
| VMST-NetType=V2024.12 | 78.7 | |
| EventLSTMType=F, Param.=21.42024.12 | 77.6 | |
| EVSTrType=V, Param.=2.88, GMACs=1.38, FPS=412024.12 | 73.5 | |
| EVSTrType=V2024.12 | 73.5 | |
| S-CMRL + PBOCategory=Multi-modal SNN, Architecture=SD-Transformer-2-256, Params=4.10M, T=102026.01 | 73.03 | |
| TTPOINTType=P, Param.=0.357, GMACs=0.294, FPS=882024.12 | 72.5 | |
| TTPOINTType=PC2024.12 | 72.5 | |
| Spikinghash-XLType=SNN, Time Step=82025.01 | 72.1 | |
| Spikinghash-LType=SNN, Time Step=82025.01 | 71.7 | |
| ECSNetType=F, GMACs=6.12, FPS=0.362024.12 | 70.2 | |
| ECSNetType=F2024.12 | 70.2 | |
| SpikePointType=SNN, Time Step=-2025.01 | 68.5 | |
| SpikePointType=PC2024.12 | 68.5 | |
| S-CMRLCategory=Multi-modal SNN, Architecture=SD-Transformer-2-256, Params=4.10M, T=102026.01 | 68.13 | |
| RG-CNNType=V2024.12 | 67.8 | |
| WeiAttnCategory=Multi-modal SNN, Architecture=SD-Transformer-2-256, Params=3.33M, T=102026.01 | 67.58 | |
| TANetType=F2024.12 | 66.9 | |
| CMCICategory=Multi-modal SNN, Architecture=SD-Transformer-2-256, Params=4.44M, T=102026.01 | 65.69 | |
| TIMCategory=SNN, Architecture=SD-Transformer-2-256, Params=2.59M, T=102026.01 | 64.38 | |
| TIMCategory=SNN, Architecture=Spikformer-2-256, Params=2.58M, T=102026.01 | 63.8 | |
| I3DType=F, Param.=12.37, GMACs=15.06, FPS=342024.12 | 63.5 | |
| RG-CNN+Res.3DType=ANN, Time Step=t = 2402025.01 | 63.2 | |
| RG-CNNType=V, Param.=6.95, GMACs=12.462024.12 | 63.2 | |
| TEFormer2026.01 | 63.16 | |
| QKFormer2026.01 | 61.31 | |
| TIM2026.01 | 61.18 | |
| I3DType=F2024.12 | 60.3 | |
| ResNext-50Type=F, Param.=26.05, GMACs=3.23, FPS=352024.12 | 60.2 | |
| SCACategory=Multi-modal SNN, Architecture=Spikformer-2-256, Params=3.60M, T=102026.01 | 60.11 | |
| RM-SNNCategory=SNN, Architecture=ResNet-18, T=82026.01 | 58.5 | |
| RM-Res-SNN-18Type=SNN, Time Step=82025.01 | 58.5 | |
| 3D-ResNetType=F, Param.=63.5, GMACs=14.992024.12 | 57.9 | |
| Res-SNN-18Type=SNN, Time Step=82025.01 | 57.8 | |
| TimeSformerType=F2024.12 | 54.1 | |
| P3D-632026.01 | 53.4 | |
| C3D2026.01 | 47.2 | |
| C3DType=F, Param.=78.41, GMACs=19.85, FPS=182024.12 | 47.2 |