Gesture Recognition on DVS Gesture
98.88AccuracyACE-BET
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ACE-BETParameter Number=11.7 M, Model Type=ANN2025.11 | 98.88 | — | — | — | — | |
| mMNDParameter Number=1.1 M, Model Type=SNN, Decoding Method=Rate2025.11 | 98 | — | — | — | — | |
| w/ BNModel=7B-Net, Timesteps=162026.06 | 97.92 | — | — | — | — | |
| TCJA-SNNArchitecture=TCJA-7B2026.03 | 97.6 | — | — | — | — | |
| Rate-2Parameter Number=845 k, Model Type=SNN, Decoding Method=Rate2025.11 | 97.35 | — | — | — | — | |
| IS-SNNModel=7B-Net, Timesteps=162026.06 | 96.88 | — | — | — | — | |
| tdBNArchitecture=ResNet-192026.03 | 96.87 | — | — | — | — | |
| NeuEdgePlatform=Loihi 22026.02 | 96.7 | 2.3 | 241 | 0.55 | 847 | |
| SNN-HDCParameter Number=834 k, Model Type=SNN, Decoding Method=HDC2025.11 | 96.59 | — | — | — | — | |
| Baseline (M3 Max)Architecture=Conv, 2/5 layers, Hardware=M3 Max2026.03 | 96.3 | — | — | — | — | |
| ANN-SNNPlatform=Loihi 22026.02 | 95.9 | 5.1 | 356 | 1.82 | 218 | |
| DECOLLEParameter Number=1.64 M, Model Type=SNN, Decoding Method=Rate2025.11 | 95.54 | — | — | — | — | |
| BN-freeModel=3 Conv, Timesteps=1502026.06 | 95.49 | — | — | — | — | |
| TAC-TPArchitecture=Conv, 5 layers, K=22026.03 | 95.13 | — | — | — | — | |
| Rate-1Parameter Number=22.5 k, Model Type=SNN, Decoding Method=Rate2025.11 | 95.08 | — | — | — | — | |
| Standard SNNPlatform=Loihi 22026.02 | 94.8 | 3.7 | 324 | 1.2 | 284 | |
| SpikingJellyArchitecture=CSNN, 5 layers2026.03 | 93.75 | — | — | — | — | |
| SLAYERParameter Number=1.06 M, Model Type=SNN, Decoding Method=Rate2025.11 | 93.64 | — | — | — | — | |
| FSParameter Number=740 k, Model Type=SNN, Decoding Method=Latency2025.11 | 92.8 | — | — | — | — | |
| SpikeHDParameter Number=968 k, Model Type=SNN, Decoding Method=HDC2025.11 | 87.8 | — | — | — | — | |
| HyperSpikeModel Type=SNN, Decoding Method=HDC2025.11 | 87.2 | — | — | — | — | |
| SQUATParameter Number=22.5 k, Model Type=SNN, Decoding Method=Rate2025.11 | 86.24 | — | — | — | — | |
| Latency-2Parameter Number=845 k, Model Type=SNN, Decoding Method=Latency2025.11 | 85.23 | — | — | — | — | |
| Latency-1Parameter Number=22.5 k, Model Type=SNN, Decoding Method=Latency2025.11 | 79.17 | — | — | — | — | |
| w/o BNModel=7B-Net, Timesteps=162026.06 | 77.08 | — | — | — | — |