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Neuromorphic Event Classification on DVS-Lip

75.88AccuracyTransformer + Event2Vec
48.673655.736862.869.8632Apr 21, 2025Jun 29, 2025Sep 7, 2025Nov 16, 2025Jan 25, 2026Apr 5, 2026Jun 14, 2026

Evaluation results

MethodLinks
Transformer + Event2VecRepresentation=Event2Vec, Event Sampling=1024 Batched K-Means++ Cluster Events, Params (MB)=18.302025.0475.88
Spiking ResNet18 & BiGRURepresentation=Frame, Params (MB)=223.632025.0475.3
ResNet-18 & BiGRURepresentation=Frame, Params (MB)=241.202025.0472.1
Transformer + Event2VecRepresentation=Event2Vec, Event Sampling=1024 Random Events, Params (MB)=18.302025.0470.62
VL2Spike2026.0654.35
BKDSNN2026.0652.96
KDSNN2026.0651.06
LaSNN2026.0650.82
Spikformer2026.0649.72