Action Recognition on DVS-Gesture
99.3AccuracySpike-driven Transformer
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Spike-driven TransformerArchitecture=Spiking Transformer, Timestep=162025.12 | 99.3 | — | — | — | — | — | — | — | — | — | |
| EventMambaType=PC2024.12 | 99.2 | — | — | — | — | — | — | — | — | — | |
| SECNetType=EC2024.12 | 98.9 | — | — | — | — | — | — | — | — | — | |
| TTPOINTType=PC2024.12 | 98.8 | — | — | — | — | — | — | — | — | — | |
| SpikePointType=PC2024.12 | 98.8 | — | — | — | — | — | — | — | — | — | |
| Stable SpikeArchitecture=QKFormer, T=162026.03 | 98.61 | — | — | — | — | — | — | — | — | — | |
| QKFormerArchitecture=QKFormer, T=162026.03 | 98.6 | — | — | — | — | — | — | — | — | — | |
| SpikingResformerArchitecture=SpikingResformer, T=162026.03 | 98.6 | — | — | — | — | — | — | — | — | — | |
| ECSNetType=F2024.12 | 98.6 | — | — | — | — | — | — | — | — | — | |
| EVSTrType=V2024.12 | 98.6 | — | — | — | — | — | — | — | — | — | |
| CP-DSAArchitecture=ResNet-14, Timestep=162025.12 | 98.26 | — | — | — | — | — | — | — | — | — | |
| VMST-NetType=V2024.12 | 97.8 | — | — | — | — | — | — | — | — | — | |
| VMV-GCNType=V2024.12 | 97.5 | — | — | — | — | — | — | — | — | — | |
| TANetType=F2024.12 | 97.4 | — | — | — | — | — | — | — | — | — | |
| MLFArchitecture=ResNet-20, Timestep=402025.12 | 97.29 | — | — | — | — | — | — | — | — | — | |
| STBP-tdBNArchitecture=ResNet-19, Timestep=402025.12 | 96.9 | — | — | — | — | — | — | — | — | — | |
| SEMMArchitecture=Spikingformer, T=102026.03 | 96.88 | — | — | — | — | — | — | — | — | — | |
| RG-CNNType=V2024.12 | 96.8 | — | — | — | — | — | — | — | — | — | |
| CP-DSAArchitecture=ResNet-14, Timestep=82025.12 | 96.18 | — | — | — | — | — | — | — | — | — | |
| Stable SpikeArchitecture=QKFormer, T=42026.03 | 95.49 | — | — | — | — | — | — | — | — | — | |
| I3DType=F2024.12 | 95.1 | — | — | — | — | — | — | — | — | — | |
| SSNNArchitecture=VGG-9, Timestep=82025.12 | 94.91 | — | — | — | — | — | — | — | — | — | |
| Stable SpikeArchitecture=VGG-9, T=42026.03 | 94.44 | — | — | — | — | — | — | — | — | — | |
| MPSArchitecture=SpikingResformer, T=52026.03 | 94.44 | — | — | — | — | — | — | — | — | — | |
| QKFormerArchitecture=QKFormer, T=42026.03 | 93.75 | — | — | — | — | — | — | — | — | — | |
| MPSArchitecture=VGG-9, T=52026.03 | 93.23 | — | — | — | — | — | — | — | — | — | |
| TimeSformerType=F2024.12 | 91.7 | — | — | — | — | — | — | — | — | — | |
| SSNNArchitecture=VGG-9, T=52026.03 | 90.74 | — | — | — | — | — | — | — | — | — | |
| CLIFArchitecture=VGG-9, T=42026.03 | 89.58 | — | — | — | — | — | — | — | — | — | |
| SLTArchitecture=VGG-9, T=42026.03 | 88.19 | — | — | — | — | — | — | — | — | — | |
| TABArchitecture=VGG-9, T=42026.03 | 87.5 | — | — | — | — | — | — | — | — | — | |
| AT with B0(4k) timing-only attacksGrid=Integer, Adversarially trained model=B0(4k), Backbone=VGGSNN2026.02 | 72.22 | 40.97 | 38.19 | 37.5 | 67.01 | 60.41 | 51.38 | 70.49 | 64.58 | 51.38 | |
| AT with B1(8k) timing-only attacksGrid=Integer, Adversarially trained model=B1(8k), Backbone=VGGSNN2026.02 | 68.75 | 40.62 | 40.98 | 43.4 | 64.58 | 61.81 | 54.51 | 68.4 | 64.58 | 55.56 | |
| AT with B∞(1) timing-only attacksGrid=Integer, Adversarially trained model=B∞(1), Backbone=VGGSNN2026.02 | 52.08 | 27.08 | 27.43 | 29.86 | 44.79 | 43.4 | 34.72 | 46.87 | 43.75 | 39.23 | |
| AT with B1(8k) timing-only attacksGrid=Binary, Adversarially trained model=B1(8k), Backbone=VGGSNN2026.02 | 48.26 | 9.37 | 3.82 | 2.43 | 18.05 | 9.37 | 6.25 | 27.77 | 17.01 | 6.25 | |
| AT with B∞(1) timing-only attacksGrid=Binary, Adversarially trained model=B∞(1), Backbone=VGGSNN2026.02 | 22.92 | 9.72 | 6.6 | 7.29 | 15.63 | 12.5 | 9.03 | 19.45 | 16.67 | 10.42 | |
| AT with B0(4k) timing-only attacksGrid=Binary, Adversarially trained model=B0(4k), Backbone=VGGSNN2026.02 | 22.57 | 5.9 | 3.47 | 2.43 | 11.11 | 9.38 | 4.17 | 14.58 | 12.15 | 5.56 |