Action Recognition on HARDVS
53.21Top-1 AccuracyEIS-HAR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EIS-HAR2026.05 | 53.21 | — | 60.45 | |
| TSM2026.05 | 52.63 | — | 60.56 | |
| Swin-T2026.05 | 51.91 | — | 59.11 | |
| ESTF2026.05 | 51.22 | — | 57.53 | |
| TimeSformer2026.05 | 50.77 | — | 58.7 | |
| SlowFast2026.05 | 50.63 | — | 57.77 | |
| C3D2026.05 | 50.52 | — | 56.14 | |
| TAM2026.05 | 50.41 | — | 57.99 | |
| ResNet182026.05 | 49.2 | — | 56.09 | |
| R2Plus1D2026.05 | 49.06 | — | 56.43 | |
| ACTION-Net2026.05 | 46.85 | — | 56.19 | |
| ACTION-NetType=ANN, Param (M)=27.9, Time Step=82025.01 | — | 46.9 | — | |
| ESTFType=ANN, Architecture=Resnet18, Power (mJ)=81.1, Param (M)=46.7, Time Step=82025.01 | — | 51.2 | — | |
| SlowFastType=ANN, Param (M)=33.6, Time Step=82025.01 | — | 46.5 | — | |
| Spike-Driven V2Type=SNN, Architecture=Meta-SpikeFormer, Param (M)=18.3, Time Step=82025.01 | — | 47.5 | — | |
| Spikinghash-LType=SNN, Architecture=Spikinghash-L, Power (mJ)=12.8, Param (M)=9.0, Time Step=82025.01 | — | 50.1 | — | |
| Spikinghash-XLType=SNN, Architecture=Spikinghash-XL, Power (mJ)=13.4, Param (M)=11.3, Time Step=82025.01 | — | 51.1 | — | |
| Spikinghash-XL (Hash)Type=SNN, Architecture=Spikinghash-XL (Hash), Power (mJ)=13.4, Param (M)=11.3, Time Step=82025.01 | — | 51 | — | |
| TimesformerType=ANN, Architecture=VIT, Param (M)=121.2, Time Step=82025.01 | — | 50.8 | — | |
| TSMType=ANN, Architecture=ResNet50, Power (mJ)=87.4, Param (M)=24.3, Time Step=82025.01 | — | 52.6 | — |