Image Classification on N-MNIST
99.7AccuracytdBN (w/. NDA)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| tdBN (w/. NDA)Model=4-layer CNN, Time Step=102022.03 | 99.7 | — | — | |
| PLIFModel=4-layer CNN, Time Step=102022.03 | 99.61 | — | — | |
| STS-ResNet2020.03 | 99.6 | — | — | |
| tdBN (w/o NDA)Model=4-layer CNN, Time Step=102022.03 | 99.58 | — | — | |
| NeuNorm2020.03 | 99.53 | — | — | |
| STBPModel=6-layer CNN, Time Step=102022.03 | 99.53 | — | — | |
| Natural ConvSNN2020.03 | 99.42 | — | — | |
| SLAYERModel=3-layer CNN, Time Step=N/A2022.03 | 99.2 | — | — | |
| HATSModel=N/A, Time Step=N/A2022.03 | 99.1 | — | — | |
| EV-VGCNNBackbone=EV-VGCNN, SFUDA=false, Unsupervised=false2024.03 | 99.1 | — | — | |
| Spiking MLP (STBP)Hidden layers=800, Epochs=2002018.05 | 98.78 | 98.78 | — | |
| Spiking MLPHidden layers=800, Epochs=2002018.05 | 98.74 | 98.74 | — | |
| STDP2026.01 | 98.74 | — | — | |
| Deep SNNBackbone=Deep SNN, SFUDA=false, Unsupervised=false2024.03 | 98.7 | — | — | |
| Lee et al.Model=2-layer CNN, Time Step=N/A2022.03 | 98.64 | — | — | |
| SpiNNaker2020.03 | 98.5 | — | — | |
| STDP+CDNA-SNN2026.01 | 98.43 | — | — | |
| Non-spiking CNNHidden layers=-, Epochs=15-202018.05 | 98.3 | 98.3 | — | |
| STBPtested_in=[28]2020.03 | 97.92 | — | — | |
| Phased LSTMBackbone=Phased LSTM, SFUDA=false, Unsupervised=false2024.03 | 97.3 | — | — | |
| SPA2020.03 | 96.3 | — | — | |
| Spiking CNN (converted*)Hidden layers=-, Epochs=15-20, Note=converted from an ANN2018.05 | 95.72 | 95.72 | — | |
| PointNet++Backbone=PointNet++, SFUDA=false, Unsupervised=false2024.03 | 95.5 | — | — | |
| UltraDLIFT=12026.02 | 94.14 | — | — | |
| Spiking MLPHidden layers=100002018.05 | 92.87 | 92.87 | — | |
| Synaptic Kernel Inverse2026.01 | 92.87 | — | — | |
| BP-SNN2026.01 | 92.7 | — | — | |
| EventDanceBackbone=R-50, SFUDA=true2024.03 | 92.3 | — | 15.2 | |
| DSpikeT=12026.02 | 90.23 | — | — | |
| SHOT++Backbone=R-50, SFUDA=true2024.03 | 89.4 | — | 12.3 | |
| SHOTBackbone=R-50, SFUDA=true2024.03 | 88.9 | — | 11.8 | |
| EventDanceBackbone=R-34, SFUDA=true2024.03 | 86.5 | — | 17.4 | |
| SHOT++Backbone=R-34, SFUDA=true2024.03 | 84.7 | — | 15.6 | |
| Zhao et al.Backbone=R-50, SFUDA=true2024.03 | 84.6 | — | 7.5 | |
| Gabor-SNNModel=2-layer CNN, Time Step=N/A2022.03 | 83.7 | — | — | |
| SHOTBackbone=R-34, SFUDA=true2024.03 | 78.4 | — | 9.3 | |
| BaselineBackbone=R-50, SFUDA=false2024.03 | 77.1 | — | — | |
| Zhao et al.Backbone=R-34, SFUDA=true2024.03 | 76.9 | — | 7.8 | |
| EventDanceBackbone=R-18, SFUDA=true2024.03 | 71 | — | 29.2 | |
| BaselineBackbone=R-34, SFUDA=false2024.03 | 69.1 | — | — | |
| SHOT++Backbone=R-18, SFUDA=true2024.03 | 68.8 | — | 27 | |
| SHOTBackbone=R-18, SFUDA=true2024.03 | 53.7 | — | 11.9 | |
| Zhao et al.Backbone=R-18, SFUDA=true2024.03 | 53.2 | — | 11.4 | |
| BaselineBackbone=R-18, SFUDA=false2024.03 | 41.8 | — | — | |
| Spiking MLP (HM2-BP)Hidden layers=800, Epochs=602018.05 | — | 98.88 | — |