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ResearchFormerly WizWand

Gesture Recognition on DVS128 Gesture

100AccuracyVision SmolMamba
89.225692.022894.8297.6172Jul 25, 2021May 13, 2022Mar 1, 2023Dec 18, 2023Oct 5, 2024Jul 24, 2025May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Vision SmolMambaT=162026.04100
Spike-driven TransformerSpike-driven=true, T=162023.0799.3
SDTT=162026.0499.3
Spike-driven TFParams (M)=1.05, Timestep (T)=162026.0599.3
NESTformer (g3)Params (M)=2.07, Timestep (T)=162026.0599.3
S-TransformerT=162026.0599.3
TCJA-SNNT=202026.0499
SpikformerParams (M)=2.59, Timestep (T)=162026.0598.96
STSAParams (M)=1.99, Timestep (T)=162026.0598.7
TA-SNNProposals=This work (SOTA)2021.0798.61
NESTformer (g2)Params (M)=1.21, Timestep (T)=162026.0598.61
QKFormerParams (M)=1.50, Timestep (T)=162026.0598.6
SpikingformerParams (M)=2.57, Timestep (T)=162026.0598.6
QKformerT=162026.0598.6
LSFormerT=162026.0598.6
SpikformerSpike-driven=false, T=162023.0798.3
SpikformerT=162026.0498.3
SparseSpikformerT=162026.0498.3
SpikformerT=162026.0598.3
SpikingformerT=162026.0598.3
SAFormerT=162026.0598.3
NESTformer (g1)Params (M)=0.63, Timestep (T)=162026.0598.26
SEW-ResNetTimestep (T)=162026.0597.9
LSFormerT=102026.0597.9
PLIFSpike-driven=true, T=202023.0797.6
PLIFT=202026.0497.6
LIAF-NetTimestep (T)=602026.0597.6
PLIFParams (M)=17.40, Timestep (T)=202026.0597.6
LIAFT=602026.0597.6
PLIFT=202026.0597.6
NESTformer (g0)Params (M)=0.39, Timestep (T)=162026.0597.57
LIAF-NetProposals=Wu et al. 20202021.0797.56
tdBNSpike-driven=false, T=402023.0796.9
tdBNT=402026.0496.9
DspikeTimestep (T)=102026.0596.9
tdBNT=402026.0596.9
SpikformerT=102026.0596.9
ResNet17 SNNProposals=Zheng et al. 20202021.0796.87
SpikingformerT=102026.0596.2
DenseNet SNNProposals=Kugele et al. 20202021.0795.56
SpArNetProposals=Khoei et al. 20202021.0795.1
SACT=102026.0495.1
12 layers CNNProposals=Amir et al. 20172021.0794.59
SlayerProposals=Shrestha et al. 20182021.0793.64
LIF-NetProposals=He et al. 20202021.0793.4
SNN on LoihiProposals=Massa et al. 20202021.0789.64