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ResearchFormerly WizWand

Image Classification on CIFAR10-DVS

92.5Accuracytransfer-II
6.728.97551.2573.525Mar 25, 2024Aug 9, 2024Dec 25, 2024May 12, 2025Sep 27, 2025Feb 12, 2026Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
transfer-IIArchitecture=ResNet18, Pre-training=I2E-CIFAR102025.1192.5
transferArchitecture=SpikingResformer2025.1184.8
LSFormerT=162026.0584.3
QKFormerParams (M)=1.50, Timestep (T)=162026.0584
QKformerT=162026.0584
QKFormerParam (M)=1.50, Time Step (T)=162024.0384
NESTformer (g3)Params (M)=1.87, Timestep (T)=162026.0583.61
transfer-IArchitecture=ResNet18, Pre-training=I2E-ImageNet2025.1183.1
NESTformer (g2)Params (M)=0.98, Timestep (T)=162026.0582.52
LSFormerT=102026.0581.9
TIMT=102026.0581.6
SpikingformerT=162026.0581.3
SAFormerT=162026.0581.3
SpikingformerParam (M)=2.57, Time Step (T)=162024.0381.3
NESTformer (g1)Params (M)=0.56, Timestep (T)=162026.0580.94
SpikformerParams (M)=2.57, Timestep (T)=162026.0580.9
SpikingformerParams (M)=2.57, Timestep (T)=162026.0580.9
SpikformerT=162026.0580.9
SpikformerParam (M)=2.57, Time Step (T)=162024.0380.9
CMLParam (M)=2.57, Time Step (T)=162024.0380.9
SpikformerNeuron model=Ideal signed LIF (baseline)2026.0680.9
S-TransformerT=162026.0580
S-TransformerParam (M)=2.57, Time Step (T)=162024.0380
STSAParams (M)=1.99, Timestep (T)=162026.0579.93
STSAParam (M)=1.99, Time Step (T)=162024.0379.93
SpikingformerT=102026.0579.9
NESTformer (g0)Params (M)=0.28, Timestep (T)=162026.0579.88
SpikformerT=102026.0578.9
w/ BNModel=VGGSNN, Timesteps=82026.0678.1
IS-SNNModel=VGGSNN, Timesteps=82026.0677.7
SpikingMoEArchitecture=2-512, Steps=162026.0577.49
Spike-driven TFParams (M)=1.05, Timestep (T)=102026.0577.4
DeviceformerNeuron model=Fitted device-neuron model2026.0677.4
DSRArchitecture=VGG-11, Steps=102026.0577.3
Spike-Driven TransformerArchitecture=2-512, Steps=162026.0576.3
MVF-NetType=Frame, Pretraining=ImageNet, Publication=TCSVT’212024.1276.2
SECNetType=Event Cloud, Pretraining=None, Publication=Our2024.1275.7
baselineArchitecture=ResNet202025.1175.56
DspikeTimestep (T)=102026.0575.4
DspikeArchitecture=ResNet-18, Steps=102026.0575.4
VMST-NetType=Voxel Grid, Pretraining=None, Publication=TCSVT’242024.1275.3
ESTType=Frame, Pretraining=ImageNet, Publication=ICCV’192024.1274.9
PLIFParams (M)=17.40, Timestep (T)=202026.0574.8
PLIFT=202026.0574.8
PLIFArchitecture=CNN, Steps=202026.0574.8
TET (ResNet-19)Params (M)=12.63, Timestep (T)=42026.0574.47
SEW-ResNetArchitecture=ResNet-18, Steps=162026.0574.4
Spike-Driven TransformerArchitecture=2-256, Steps=102026.0574
transferArchitecture=ResNet342025.1173.72
Spike-Driven TransformerArchitecture=2-512, Steps=102026.0573.7
EVSTrType=Voxel Grid, Pretraining=None2024.1273.1
M-LSTMType=Frame, Pretraining=ImageNet, Publication=ECCV’202024.1273
SpikingMoEArchitecture=2-256, Steps=162026.0572.7
ECSNetType=Frame, Pretraining=None, Publication=TCSVT’222024.1272.7
TA-SNNArchitecture=CNN, Steps=102026.0572
EDGCNType=Voxel Graph, Pretraining=None, Publication=AAAI’242024.1271.6
TransformerT=-2026.0571.2
LIAF-NetTimestep (T)=102026.0570.4
LIAFT=102026.0570.4
LIAF-NetArchitecture=VGG, Steps=102026.0570.4
VMV-GCNType=Voxel Graph, Pretraining=None, Publication=RAL’222024.1269
tdBNT=102026.0567.8
STBP-tdBNArchitecture=ResNet-19, Steps=102026.0567.8
SpikingMoEArchitecture=2-512, Steps=102026.0567.2
RolloutArchitecture=DenseNet, Steps=482026.0566.8
SpikingMoEArchitecture=2-256, Steps=102026.0566.3
AsyNetType=Frame, Pretraining=None, Publication=ECCV’202024.1266.3
baselineArchitecture=ResNet182025.1165.6
EV-VGCNNType=Voxel Graph, Pretraining=None, Publication=CVPR’222024.1265.1
ESTType=Frame, Pretraining=None, Publication=ICCV’192024.1263.4
M-LSTMType=Frame, Pretraining=None, Publication=ECCV’202024.1263.1
MVF-NetType=Frame, Pretraining=None, Publication=TCSVT’212024.1259.9
RG-CNNsType=Voxel Graph, Pretraining=None, Publication=TIP’202024.1254
HATSType=Frame, Pretraining=None, Publication=CVPR’182024.1252.4
PointNet++Type=Point Cloud, Pretraining=None, Publication=NIPS’172024.1246.5
Gabor-SNNType=Frame, Pretraining=None, Publication=CVPR’182024.1224.5
EventNetType=Point Cloud, Pretraining=None, Publication=CVPR’192024.1217.1
w/o BNModel=VGGSNN, Timesteps=82026.0610