Human Action Recognition on NTU-Fi-HAR double
95.83AccuracyWi-Spike
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Wi-Spike2026.03 | 95.83 | 95.79 | 96.38 | 95.83 | |
| Wi-SpikeInput Size=3 × 114 × 500, Energy=0.07, ACs(M)=73.51 M, Param=14.34 M2026.03 | 95.83 | — | — | — | |
| CNN2026.03 | 91.87 | 89.59 | 92.94 | 90.15 | |
| CNNInput Size=3 × 114 × 500, Energy=0.13, MACs=28.28 M, Param=0.47 M2026.03 | 91.87 | — | — | — | |
| ResNet182026.03 | 89.69 | 86.99 | 90.44 | 87.5 | |
| ResNet18Input Size=3 × 114 × 500, Energy=0.25, MACs=54.27 M, Param=11.18 M2026.03 | 89.69 | — | — | — | |
| LSTM2026.03 | 88.78 | 87.74 | 88.84 | 89.18 | |
| LSTMInput Size=3 × 114 × 500, Energy=0.24, MACs=52.54 M, Param=0.10 M2026.03 | 88.78 | — | — | — | |
| ViT2026.03 | 86.54 | 86.4 | 86.6 | 86.65 | |
| ViTInput Size=3 × 114 × 500, Energy=2.33, MACs=507.1 M, Param=0.83 M2026.03 | 86.4 | — | — | — | |
| CNN+GRU2026.03 | 84.38 | 76.38 | 88.12 | 81.06 | |
| CNN+GRUInput Size=3 × 114 × 500, Energy=0.24, MACs=53.96 M, Param=0.05 M2026.03 | 84.38 | — | — | — |