Image Classification on CIFAR10-DVS
92.5Accuracytransfer-II
Evaluation Results
| Method | Links | |
|---|---|---|
| transfer-IIArchitecture=ResNet18, Pre-training=I2E-CIFAR102025.11 | 92.5 | |
| transferArchitecture=SpikingResformer2025.11 | 84.8 | |
| LSFormerT=162026.05 | 84.3 | |
| QKFormerParams (M)=1.50, Timestep (T)=162026.05 | 84 | |
| QKformerT=162026.05 | 84 | |
| QKFormerParam (M)=1.50, Time Step (T)=162024.03 | 84 | |
| NESTformer (g3)Params (M)=1.87, Timestep (T)=162026.05 | 83.61 | |
| transfer-IArchitecture=ResNet18, Pre-training=I2E-ImageNet2025.11 | 83.1 | |
| NESTformer (g2)Params (M)=0.98, Timestep (T)=162026.05 | 82.52 | |
| LSFormerT=102026.05 | 81.9 | |
| TIMT=102026.05 | 81.6 | |
| SpikingformerT=162026.05 | 81.3 | |
| SAFormerT=162026.05 | 81.3 | |
| SpikingformerParam (M)=2.57, Time Step (T)=162024.03 | 81.3 | |
| NESTformer (g1)Params (M)=0.56, Timestep (T)=162026.05 | 80.94 | |
| SpikformerParams (M)=2.57, Timestep (T)=162026.05 | 80.9 | |
| SpikingformerParams (M)=2.57, Timestep (T)=162026.05 | 80.9 | |
| SpikformerT=162026.05 | 80.9 | |
| SpikformerParam (M)=2.57, Time Step (T)=162024.03 | 80.9 | |
| CMLParam (M)=2.57, Time Step (T)=162024.03 | 80.9 | |
| SpikformerNeuron model=Ideal signed LIF (baseline)2026.06 | 80.9 | |
| S-TransformerT=162026.05 | 80 | |
| S-TransformerParam (M)=2.57, Time Step (T)=162024.03 | 80 | |
| STSAParams (M)=1.99, Timestep (T)=162026.05 | 79.93 | |
| STSAParam (M)=1.99, Time Step (T)=162024.03 | 79.93 | |
| SpikingformerT=102026.05 | 79.9 | |
| NESTformer (g0)Params (M)=0.28, Timestep (T)=162026.05 | 79.88 | |
| SpikformerT=102026.05 | 78.9 | |
| w/ BNModel=VGGSNN, Timesteps=82026.06 | 78.1 | |
| IS-SNNModel=VGGSNN, Timesteps=82026.06 | 77.7 | |
| SpikingMoEArchitecture=2-512, Steps=162026.05 | 77.49 | |
| Spike-driven TFParams (M)=1.05, Timestep (T)=102026.05 | 77.4 | |
| DeviceformerNeuron model=Fitted device-neuron model2026.06 | 77.4 | |
| DSRArchitecture=VGG-11, Steps=102026.05 | 77.3 | |
| Spike-Driven TransformerArchitecture=2-512, Steps=162026.05 | 76.3 | |
| MVF-NetType=Frame, Pretraining=ImageNet, Publication=TCSVT’212024.12 | 76.2 | |
| SECNetType=Event Cloud, Pretraining=None, Publication=Our2024.12 | 75.7 | |
| baselineArchitecture=ResNet202025.11 | 75.56 | |
| DspikeTimestep (T)=102026.05 | 75.4 | |
| DspikeArchitecture=ResNet-18, Steps=102026.05 | 75.4 | |
| VMST-NetType=Voxel Grid, Pretraining=None, Publication=TCSVT’242024.12 | 75.3 | |
| ESTType=Frame, Pretraining=ImageNet, Publication=ICCV’192024.12 | 74.9 | |
| PLIFParams (M)=17.40, Timestep (T)=202026.05 | 74.8 | |
| PLIFT=202026.05 | 74.8 | |
| PLIFArchitecture=CNN, Steps=202026.05 | 74.8 | |
| TET (ResNet-19)Params (M)=12.63, Timestep (T)=42026.05 | 74.47 | |
| SEW-ResNetArchitecture=ResNet-18, Steps=162026.05 | 74.4 | |
| Spike-Driven TransformerArchitecture=2-256, Steps=102026.05 | 74 | |
| transferArchitecture=ResNet342025.11 | 73.72 | |
| Spike-Driven TransformerArchitecture=2-512, Steps=102026.05 | 73.7 | |
| EVSTrType=Voxel Grid, Pretraining=None2024.12 | 73.1 | |
| M-LSTMType=Frame, Pretraining=ImageNet, Publication=ECCV’202024.12 | 73 | |
| SpikingMoEArchitecture=2-256, Steps=162026.05 | 72.7 | |
| ECSNetType=Frame, Pretraining=None, Publication=TCSVT’222024.12 | 72.7 | |
| TA-SNNArchitecture=CNN, Steps=102026.05 | 72 | |
| EDGCNType=Voxel Graph, Pretraining=None, Publication=AAAI’242024.12 | 71.6 | |
| TransformerT=-2026.05 | 71.2 | |
| LIAF-NetTimestep (T)=102026.05 | 70.4 | |
| LIAFT=102026.05 | 70.4 | |
| LIAF-NetArchitecture=VGG, Steps=102026.05 | 70.4 | |
| VMV-GCNType=Voxel Graph, Pretraining=None, Publication=RAL’222024.12 | 69 | |
| tdBNT=102026.05 | 67.8 | |
| STBP-tdBNArchitecture=ResNet-19, Steps=102026.05 | 67.8 | |
| SpikingMoEArchitecture=2-512, Steps=102026.05 | 67.2 | |
| RolloutArchitecture=DenseNet, Steps=482026.05 | 66.8 | |
| SpikingMoEArchitecture=2-256, Steps=102026.05 | 66.3 | |
| AsyNetType=Frame, Pretraining=None, Publication=ECCV’202024.12 | 66.3 | |
| baselineArchitecture=ResNet182025.11 | 65.6 | |
| EV-VGCNNType=Voxel Graph, Pretraining=None, Publication=CVPR’222024.12 | 65.1 | |
| ESTType=Frame, Pretraining=None, Publication=ICCV’192024.12 | 63.4 | |
| M-LSTMType=Frame, Pretraining=None, Publication=ECCV’202024.12 | 63.1 | |
| MVF-NetType=Frame, Pretraining=None, Publication=TCSVT’212024.12 | 59.9 | |
| RG-CNNsType=Voxel Graph, Pretraining=None, Publication=TIP’202024.12 | 54 | |
| HATSType=Frame, Pretraining=None, Publication=CVPR’182024.12 | 52.4 | |
| PointNet++Type=Point Cloud, Pretraining=None, Publication=NIPS’172024.12 | 46.5 | |
| Gabor-SNNType=Frame, Pretraining=None, Publication=CVPR’182024.12 | 24.5 | |
| EventNetType=Point Cloud, Pretraining=None, Publication=CVPR’192024.12 | 17.1 | |
| w/o BNModel=VGGSNN, Timesteps=82026.06 | 10 |