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ResearchFormerly WizWand

Gesture Recognition on DVS128-Gesture (test)

98.8AccuracyLiu et al.
86.3289.5692.896.04Jun 13, 2022Feb 11, 2023Oct 12, 2023Jun 11, 2024Feb 9, 2025Oct 10, 2025Jun 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Liu et al.Async. events=false2024.0498.8——
She et al.Async. events=false, Num params=1.1 M2024.0498——
GETInput Type=Token, Params (M)=4.52023.1097.9——
CNN+EGRU+DAhidden dim=795, parameters=4.8 M, effective MAC=80.6 M, Data Augmentation (DA)=true2022.0697.876.472.3
Subramoney et al.Async. events=false, Num params=4.8 M2024.0497.8——
CNN + S5Processing=time-frames, Async. events=false, Num params=6.8 M2024.0497.8——
AlexNet+LSTM+DAhidden dim=256, parameters=8.3 M, effective MAC=601.3 M, Data Augmentation (DA)=true2022.0697.7——
Event-SSMAsync. events=true, Num params=0.8 M + 4.2 M2024.0497.7——
PLIFInput Type=Spike, Params (M)=1.72023.1097.6——
BPTTNetwork structure=8-layer CNN (PLIF, BN), Time steps=202022.1097.57——
CNN+GRU+DAhidden dim=136, parameters=2.1 M, effective MAC=79.1 M, Data Augmentation (DA)=true2022.0697.40—
LongSpike#Params=3.0M2026.0697.4——
CNN + S5Processing=event-frames, Async. events=false, Num params=6.8 M2024.0497.3——
EGRU+DAhidden dim=1024, parameters=15.7 M, effective MAC=3.2 M, Data Augmentation (DA)=true2022.0697.178.858.2
SpikingSSM#Params=3.0M2026.0697.1——
Xiao et al.Async. events=false2024.0496.9——
BPTTNetwork structure=8-layer CNN (LIF, BN), Time steps=202022.1096.88——
BPTTNetwork structure=VGG (SWS), Time steps=202022.1096.88——
OTTT_ANetwork structure=VGG (SWS), Time steps=202022.1096.88——
TOREInput Type=Tore, Params (M)=5.92023.1096.2——
EvTInput Type=Token, Params (M)=0.52023.1096.2——
Martin-Turrero et al.Async. events=false, Num params=14 M2024.0496.2——
PointNet++Input Type=Clouds, Params (M)=3.52023.1095.3——
Yousefzadeh et al.Async. events=false, Num params=1.2 M2024.0495.2——
GRU+DAhidden dim=1024, parameters=15.7 M, effective MAC=10.6 M, Data Augmentation (DA)=true2022.0695.10—
Martin-Turrero et al.Async. events=true, Num params=14 M2024.0494.1——
Nested-TInput Type=Token, Params (M)=4.22023.1093.8——
SLAYERInput Type=Spike2023.1093.6——
Swin-T v2Input Type=Token, Params (M)=7.12023.1093.2——
GRUhidden dim=1024, parameters=15.7 M, effective MAC=10.6 M, Data Augmentation (DA)=false2022.0688.10—
EGRUhidden dim=512, parameters=5.5 M, effective MAC=0.98 M, Data Augmentation (DA)=false2022.068883.846.8
LSTMhidden dim=512, parameters=7.4 M, effective MAC=3.9 M, Data Augmentation (DA)=false2022.0686.8——