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ResearchFormerly WizWand

Human Activity Recognition on Parkinson

0.08Energy Consumption (µJ)SpikeTCN
-20.7608119.9146260.59401.2654Apr 12, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SpikeTCNParams (M)=0.02, FLOPs (M)=11.98, SOPs (M)=2.672026.040.08
SNN MLPParams (M)=0.01, FLOPs (M)=3.00, SOPs (M)=0.182026.040.12
TSSNNParams (M)=0.003, FLOPs (M)=0.35, SOPs (M)=0.092026.040.17
QKFormerIMUParams (M)=0.09, FLOPs (M)=54.76, SOPs (M)=16.192026.040.3
SpikeGRUParams (M)=0.06, FLOPs (M)=11.66, SOPs (M)=3.122026.040.38
SpikeDrivenTransformerV2Params (M)=0.54, FLOPs (M)=329.20, SOPs (M)=90.212026.040.85
rTsfNetParams (M)=0.11, FLOPs (M)=0.352026.040.86
STAttenParams (M)=2.12, FLOPs (M)=1278.00, SOPs (M)=201.602026.041.15
SpikeDrivenTransformerParams (M)=2.12, FLOPs (M)=1278.00, SOPs (M)=190.002026.041.17
LMU-FormerParams (M)=0.54, FLOPs (M)=325.80, SOPs (M)=40.452026.041.2
PAS-NetParams (M)=0.26, FLOPs (M)=40.28, SOPs (M)=4.532026.041.42
SpikformerParams (M)=0.27, FLOPs (M)=162.40, SOPs (M)=46.422026.042.91
SpikeRNNParams (M)=0.01, FLOPs (M)=2.19, SOPs (M)=0.402026.045.6
MCHCNN-GRUParams (M)=0.21, FLOPs (M)=13.202026.04124.9
ResNet-SEParams (M)=0.82, FLOPs (M)=18.012026.04172.1
DeepConvLSTMParams (M)=0.30, FLOPs (M)=19.312026.04186.2
IFConvTransformerParams (M)=0.86, FLOPs (M)=29.732026.04291.2
Uni-HARParams (M)=0.84, FLOPs (M)=53.772026.04520.8
Self-HARParams (M)=0.84, FLOPs (M)=53.792026.04521.1