Energy Consumption for Human Activity Recognition on HuGaDB
0.37Energy Consumption (µJ)SpikeTCN
Evaluation Results
| Method | Links | |
|---|---|---|
| SpikeTCNParams (M)=0.02, FLOPs (M)=11.98, SOPs (M)=2.672026.04 | 0.37 | |
| TSSNNParams (M)=0.003, FLOPs (M)=0.35, SOPs (M)=0.092026.04 | 1.2 | |
| SNN MLPParams (M)=0.01, FLOPs (M)=3.00, SOPs (M)=0.182026.04 | 1.38 | |
| SpikeGRUParams (M)=0.06, FLOPs (M)=11.66, SOPs (M)=3.122026.04 | 2.05 | |
| QKFormerIMUParams (M)=0.09, FLOPs (M)=54.76, SOPs (M)=16.192026.04 | 3.46 | |
| PAS-NetParams (M)=0.26, FLOPs (M)=40.28, SOPs (M)=4.532026.04 | 3.89 | |
| SpikformerParams (M)=0.27, FLOPs (M)=162.40, SOPs (M)=46.422026.04 | 5.2 | |
| rTsfNetParams (M)=0.11, FLOPs (M)=0.352026.04 | 5.48 | |
| SpikeRNNParams (M)=0.01, FLOPs (M)=2.19, SOPs (M)=0.402026.04 | 7.5 | |
| SpikeDrivenTransformerV2Params (M)=0.54, FLOPs (M)=329.20, SOPs (M)=90.212026.04 | 10.01 | |
| LMU-FormerParams (M)=0.54, FLOPs (M)=325.80, SOPs (M)=40.452026.04 | 14.18 | |
| STAttenParams (M)=2.12, FLOPs (M)=1278.00, SOPs (M)=201.602026.04 | 40.5 | |
| SpikeDrivenTransformerParams (M)=2.12, FLOPs (M)=1278.00, SOPs (M)=190.002026.04 | 42.68 | |
| MCHCNN-GRUParams (M)=0.21, FLOPs (M)=13.202026.04 | 134.8 | |
| ResNet-SEParams (M)=0.82, FLOPs (M)=18.012026.04 | 181.4 | |
| DeepConvLSTMParams (M)=0.30, FLOPs (M)=19.312026.04 | 192.8 | |
| IFConvTransformerParams (M)=0.86, FLOPs (M)=29.732026.04 | 291.4 | |
| Uni-HARParams (M)=0.84, FLOPs (M)=53.772026.04 | 534.1 | |
| Self-HARParams (M)=0.84, FLOPs (M)=53.792026.04 | 534.4 |